From 02e6a9a67e43ddfaaef9632643315a02b442ba4c Mon Sep 17 00:00:00 2001
From: iggotsul <igorgotsu@gmail.com>
Date: Wed, 23 Feb 2022 16:17:27 +0200
Subject: [PATCH] add tta
---
.../predict_mmdetection.cpython-38.pyc | Bin 5309 -> 5309 bytes
aicrowd.json | 2 +-
configs/{queryinst.py => queryinst_old.py} | 0
configs/queryinst_tta.py | 1318 +++++++++++++++++
data/results/predictions.json | 2 +-
.../__pycache__/food_challenge.cpython-38.pyc | Bin 11395 -> 11395 bytes
6 files changed, 1320 insertions(+), 2 deletions(-)
rename configs/{queryinst.py => queryinst_old.py} (100%)
create mode 100644 configs/queryinst_tta.py
diff --git a/__pycache__/predict_mmdetection.cpython-38.pyc b/__pycache__/predict_mmdetection.cpython-38.pyc
index 43000b4cbd1d2d936701dbbbeafc14c254268e1e..0e6daa7fbac91760ef683f1a0ec86ed0317d4ee6 100644
GIT binary patch
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diff --git a/aicrowd.json b/aicrowd.json
index c89e3e5..dd9a11e 100644
--- a/aicrowd.json
+++ b/aicrowd.json
@@ -9,5 +9,5 @@
"debug": false,
"model_path": "models/epoch_14.pth",
"model_type": "mmdetection",
- "model_config_file": "configs/queryinst.py"
+ "model_config_file": "configs/queryinst_tta.py"
}
\ No newline at end of file
diff --git a/configs/queryinst.py b/configs/queryinst_old.py
similarity index 100%
rename from configs/queryinst.py
rename to configs/queryinst_old.py
diff --git a/configs/queryinst_tta.py b/configs/queryinst_tta.py
new file mode 100644
index 0000000..9496f14
--- /dev/null
+++ b/configs/queryinst_tta.py
@@ -0,0 +1,1318 @@
+dataset_type = 'CocoDataset'
+data_root = 'data/coco/'
+img_norm_cfg = dict(
+ mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True)
+
+albu_train_transforms = [
+ dict(
+ type='ShiftScaleRotate',
+ shift_limit=0.0725,
+ scale_limit=0.125,
+ rotate_limit=15,
+ interpolation=1,
+ p=0.4),
+ dict(
+ type='OneOf',
+ transforms=[
+ dict(
+ type='RGBShift',
+ r_shift_limit=5,
+ g_shift_limit=5,
+ b_shift_limit=5,
+ p=1.0),
+ dict(
+ type='HueSaturationValue',
+ hue_shift_limit=10,
+ sat_shift_limit=15,
+ val_shift_limit=10,
+ p=1.0),
+ dict(
+ type='RandomBrightnessContrast',
+ brightness_limit=0.2,
+ contrast_limit=0.2,
+ p=1.0
+ )
+ ],
+ p=0.2),
+ dict(
+ type="HorizontalFlip",
+ p=0.4
+ ),
+ dict(
+ type="VerticalFlip",
+ p=0.2
+ ),
+ dict(
+ type="RandomRotate90",
+ p=0.3
+ ),
+ dict(
+ type='OneOf',
+ transforms=[
+ dict(type='Blur', blur_limit=5, p=1.0),
+ dict(type='MedianBlur', blur_limit=5, p=1.0),
+ dict(type='GaussNoise', var_limit=25, p=1.0)
+ ],
+ p=0.2),
+]
+
+
+train_pipeline = [
+ dict(type='LoadImageFromFile'),
+ dict(type='LoadAnnotations', with_bbox=True, with_mask=True),
+ dict(type='RandomFlip', flip_ratio=0.5),
+ dict(
+ type='Albu',
+ transforms=albu_train_transforms,
+ bbox_params=dict(
+ type='BboxParams',
+ format='pascal_voc',
+ label_fields=['gt_labels'],
+ min_visibility=0.3,
+ filter_lost_elements=True),
+ keymap={
+ 'img': 'image',
+ 'gt_masks': 'masks',
+ 'gt_bboxes': 'bboxes'
+ },
+ update_pad_shape=False,
+ skip_img_without_anno=True),
+ dict(
+ type='AutoAugment',
+ policies=[[{
+ 'type': 'Resize',
+ 'img_scale': [(400, 1333), (1200, 1333)],
+ 'multiscale_mode': 'range',
+ 'keep_ratio': True
+ }],
+ [{
+ 'type': 'Resize',
+ 'img_scale': [(400, 1333), (500, 1333), (600, 1333)],
+ 'multiscale_mode': 'value',
+ 'keep_ratio': True
+ }, {
+ 'type': 'RandomCrop',
+ 'crop_type': 'absolute_range',
+ 'crop_size': (384, 600),
+ 'allow_negative_crop': True
+ }, {
+ 'type': 'Resize',
+ 'img_scale': [(400, 1333), (1200, 1333)],
+ 'multiscale_mode': 'range',
+ 'override': True,
+ 'keep_ratio': True
+ }]]),
+ dict(
+ type='Normalize',
+ mean=[123.675, 116.28, 103.53],
+ std=[58.395, 57.12, 57.375],
+ to_rgb=True),
+ dict(type='Pad', size_divisor=32),
+ dict(type='DefaultFormatBundle'),
+ dict(type='Collect', keys=['img', 'gt_bboxes', 'gt_labels', 'gt_masks'])
+]
+test_pipeline = [
+ dict(type='LoadImageFromFile'),
+ dict(
+ type='MultiScaleFlipAug',
+ img_scale=(1333, 800),
+ flip=True,
+ transforms=[
+ dict(type='Resize', keep_ratio=True),
+ dict(type='RandomFlip'),
+ dict(
+ type='Normalize',
+ mean=[123.675, 116.28, 103.53],
+ std=[58.395, 57.12, 57.375],
+ to_rgb=True),
+ dict(type='Pad', size_divisor=32),
+ dict(type='ImageToTensor', keys=['img']),
+ dict(type='Collect', keys=['img'])
+ ])
+]
+data = dict(
+ samples_per_gpu=2,
+ workers_per_gpu=1,
+ train=dict(
+ type='CocoDataset',
+ ann_file=
+ '/home/nick/segmentation/mmdetection/data/train/annotations_new.json',
+ img_prefix='/home/nick/segmentation/mmdetection/data/train/images',
+ pipeline=train_pipeline,
+ seg_prefix='/home/nick/segmentation/mmdetection/data/train/images',
+ classes=
+ ('bread-wholemeal', 'jam', 'water', 'bread-sourdough', 'banana',
+ 'soft-cheese', 'ham-raw', 'hard-cheese', 'cottage-cheese',
+ 'bread-half-white', 'coffee-with-caffeine', 'fruit-salad', 'pancakes',
+ 'tea', 'salmon-smoked', 'avocado', 'spring-onion-scallion',
+ 'ristretto-with-caffeine', 'ham', 'egg', 'bacon-frying',
+ 'chips-french-fries', 'juice-apple', 'chicken', 'tomato-raw',
+ 'broccoli', 'shrimp-boiled',
+ 'beetroot-steamed-without-addition-of-salt', 'carrot-raw',
+ 'chickpeas', 'french-salad-dressing', 'pasta-hornli', 'sauce-cream',
+ 'meat-balls', 'pasta', 'tomato-sauce', 'cheese', 'pear', 'cashew-nut',
+ 'almonds', 'lentils', 'mixed-vegetables', 'peanut-butter', 'apple',
+ 'blueberries', 'cucumber', 'cocoa-powder',
+ 'greek-yaourt-yahourt-yogourt-ou-yoghourt', 'maple-syrup-concentrate',
+ 'buckwheat-grain-peeled', 'butter', 'herbal-tea', 'mayonnaise',
+ 'soup-vegetable', 'wine-red', 'wine-white',
+ 'green-bean-steamed-without-addition-of-salt', 'sausage',
+ 'pizza-margherita-baked', 'salami', 'mushroom',
+ 'bread-meat-substitute-lettuce-sauce', 'tart', 'tea-verveine', 'rice',
+ 'white-coffee-with-caffeine', 'linseeds', 'sunflower-seeds',
+ 'ham-cooked', 'bell-pepper-red-raw', 'zucchini', 'green-asparagus',
+ 'tartar-sauce', 'lye-pretzel-soft', 'cucumber-pickled',
+ 'curry-vegetarian', 'yaourt-yahourt-yogourt-ou-yoghourt-natural',
+ 'soup-of-lentils-dahl-dhal', 'soup-cream-of-vegetables',
+ 'balsamic-vinegar', 'salmon', 'salt-cake-vegetables-filled', 'bacon',
+ 'orange', 'pasta-noodles', 'cream', 'cake-chocolate',
+ 'pasta-spaghetti', 'black-olives', 'parmesan', 'spaetzle',
+ 'salad-lambs-ear', 'salad-leaf-salad-green', 'potatoes-steamed',
+ 'white-cabbage', 'halloumi', 'beetroot-raw', 'bread-grain',
+ 'applesauce-unsweetened-canned', 'cheese-for-raclette', 'mushrooms',
+ 'bread-white', 'curds-natural-with-at-most-10-fidm',
+ 'bagel-without-filling', 'quiche-with-cheese-baked-with-puff-pastry',
+ 'soup-potato', 'bouillon-vegetable', 'beef-sirloin-steak',
+ 'taboule-prepared-with-couscous', 'eggplant', 'bread',
+ 'turnover-with-meat-small-meat-pie-empanadas', 'mungbean-sprouts',
+ 'mozzarella', 'pasta-penne', 'lasagne-vegetable-prepared',
+ 'mandarine', 'kiwi', 'french-beans', 'tartar-meat',
+ 'spring-roll-fried', 'pork-chop', 'caprese-salad-tomato-mozzarella',
+ 'leaf-spinach', 'roll-of-half-white-or-white-flour-with-large-void',
+ 'pasta-ravioli-stuffing', 'omelette-plain', 'tuna', 'dark-chocolate',
+ 'sauce-savoury', 'dried-raisins', 'ice-tea', 'kaki', 'macaroon',
+ 'smoothie', 'crepe-plain', 'chicken-nuggets',
+ 'chili-con-carne-prepared', 'veggie-burger', 'cream-spinach', 'cod',
+ 'chinese-cabbage', 'hamburger-bread-meat-ketchup', 'soup-pumpkin',
+ 'sushi', 'chestnuts', 'coffee-decaffeinated', 'sauce-soya',
+ 'balsamic-salad-dressing', 'pasta-twist', 'bolognaise-sauce', 'leek',
+ 'fajita-bread-only', 'potato-gnocchi',
+ 'beef-cut-into-stripes-only-meat', 'rice-noodles-vermicelli',
+ 'tea-ginger', 'tea-green', 'bread-whole-wheat', 'onion', 'garlic',
+ 'hummus', 'pizza-with-vegetables-baked', 'beer', 'glucose-drink-50g',
+ 'chicken-wing', 'ratatouille', 'peanut',
+ 'high-protein-pasta-made-of-lentils-peas', 'cauliflower',
+ 'quiche-with-spinach-baked-with-cake-dough', 'green-olives',
+ 'brazil-nut', 'eggplant-caviar', 'bread-pita', 'pasta-wholemeal',
+ 'sauce-pesto', 'oil', 'couscous', 'sauce-roast', 'prosecco',
+ 'crackers', 'bread-toast', 'shrimp-prawn-small', 'panna-cotta',
+ 'romanesco', 'water-with-lemon-juice', 'espresso-with-caffeine',
+ 'egg-scrambled-prepared', 'juice-orange', 'ice-cubes',
+ 'braided-white-loaf', 'emmental-cheese', 'croissant-wholegrain',
+ 'hazelnut-chocolate-spread-nutella-ovomaltine-caotina', 'tomme',
+ 'water-mineral', 'hazelnut', 'bacon-raw', 'bread-nut',
+ 'black-forest-tart', 'soup-miso', 'peach', 'figs', 'beef-filet',
+ 'mustard-dijon', 'rice-basmati',
+ 'mashed-potatoes-prepared-with-full-fat-milk-with-butter',
+ 'dumplings', 'pumpkin', 'swiss-chard', 'red-cabbage', 'spinach-raw',
+ 'naan-indien-bread',
+ 'chicken-curry-cream-coconut-milk-curry-spices-paste',
+ 'crunch-muesli', 'biscuits', 'bread-french-white-flour', 'meatloaf',
+ 'fresh-cheese', 'honey', 'vegetable-mix-peas-and-carrots', 'parsley',
+ 'brownie', 'dairy-ice-cream', 'tea-black', 'carrot-cake',
+ 'fish-fingers-breaded', 'salad-dressing', 'dried-meat',
+ 'chicken-breast', 'mixed-salad-chopped-without-sauce', 'feta',
+ 'praline', 'tea-peppermint', 'walnut',
+ 'potato-salad-with-mayonnaise-yogurt-dressing', 'kebab-in-pita-bread',
+ 'kolhrabi', 'alfa-sprouts', 'brussel-sprouts', 'bacon-cooking',
+ 'gruyere', 'bulgur', 'grapes', 'pork-escalope', 'chocolate-egg-small',
+ 'cappuccino',
+ 'zucchini-stewed-without-addition-of-fat-without-addition-of-salt',
+ 'crisp-bread-wasa', 'bread-black', 'perch-fillets-lake', 'rosti',
+ 'mango', 'sandwich-ham-cheese-and-butter', 'muesli',
+ 'spinach-steamed-without-addition-of-salt', 'fish',
+ 'risotto-without-cheese-cooked', 'milk-chocolate-with-hazelnuts',
+ 'cake-oblong', 'crisps', 'pork', 'pomegranate', 'sweet-corn-canned',
+ 'flakes-oat', 'greek-salad', 'cantonese-fried-rice', 'sesame-seeds',
+ 'bouillon', 'baked-potato', 'fennel', 'meat', 'bread-olive',
+ 'croutons', 'philadelphia',
+ 'mushroom-average-stewed-without-addition-of-fat-without-addition-of-salt',
+ 'bell-pepper-red-stewed-without-addition-of-fat-without-addition-of-salt',
+ 'white-chocolate', 'mixed-nuts', 'breadcrumbs-unspiced', 'fondue',
+ 'sauce-mushroom', 'tea-spice', 'strawberries', 'tea-rooibos',
+ 'pie-plum-baked-with-cake-dough',
+ 'potatoes-au-gratin-dauphinois-prepared', 'capers', 'vegetables',
+ 'bread-wholemeal-toast', 'red-radish', 'fruit-tart', 'beans-kidney',
+ 'sauerkraut', 'mustard', 'country-fries', 'ketchup',
+ 'pasta-linguini-parpadelle-tagliatelle',
+ 'chicken-cut-into-stripes-only-meat', 'cookies', 'sun-dried-tomatoe',
+ 'bread-ticino', 'semi-hard-cheese', 'margarine',
+ 'porridge-prepared-with-partially-skimmed-milk',
+ 'soya-drink-soy-milk', 'juice-multifruit', 'popcorn-salted',
+ 'chocolate-filled', 'milk-chocolate', 'bread-fruit',
+ 'mix-of-dried-fruits-and-nuts', 'corn', 'tete-de-moine', 'dates',
+ 'pistachio', 'celery', 'white-radish', 'oat-milk', 'cream-cheese',
+ 'bread-rye', 'witloof-chicory', 'apple-crumble', 'goat-cheese-soft',
+ 'grapefruit-pomelo', 'risotto-with-mushrooms-cooked',
+ 'blue-mould-cheese', 'biscuit-with-butter', 'guacamole', 'pecan-nut',
+ 'tofu', 'cordon-bleu-from-pork-schnitzel-fried', 'paprika-chips',
+ 'quinoa', 'kefir-drink', 'm-m-s', 'salad-rocket', 'bread-spelt',
+ 'pizza-with-ham-with-mushrooms-baked', 'fruit-coulis', 'plums',
+ 'beef-minced-only-meat', 'pizza-with-ham-baked', 'pineapple',
+ 'soup-tomato', 'cheddar', 'tea-fruit', 'rice-jasmin', 'seeds',
+ 'focaccia', 'milk', 'coleslaw-chopped-without-sauce', 'pastry-flaky',
+ 'curd', 'savoury-puff-pastry-stick', 'sweet-potato', 'chicken-leg',
+ 'croissant', 'sour-cream', 'ham-turkey', 'processed-cheese',
+ 'fruit-compotes', 'cheesecake', 'pasta-tortelloni-stuffing',
+ 'sauce-cocktail', 'croissant-with-chocolate-filling', 'pumpkin-seeds',
+ 'artichoke', 'champagne', 'grissini', 'sweets-candies', 'brie',
+ 'wienerli-swiss-sausage', 'syrup-diluted-ready-to-drink', 'apple-pie',
+ 'white-bread-with-butter-eggs-and-milk', 'savoury-puff-pastry',
+ 'anchovies', 'tuna-in-oil-drained', 'lemon-pie', 'meat-terrine-pate',
+ 'coriander', 'falafel-balls', 'berries',
+ 'latte-macchiato-with-caffeine', 'faux-mage-cashew-vegan-chers',
+ 'beans-white', 'sugar-melon', 'mixed-seeds', 'hamburger',
+ 'hamburger-bun', 'oil-vinegar-salad-dressing',
+ 'soya-yaourt-yahourt-yogourt-ou-yoghourt',
+ 'chocolate-milk-chocolate-drink', 'celeriac', 'chocolate-mousse',
+ 'cenovis-yeast-spread', 'thickened-cream-35', 'meringue', 'lamb-chop',
+ 'shrimp-prawn-large', 'beef', 'lemon', 'croque-monsieur', 'chives',
+ 'chocolate-cookies', 'birchermuesli-prepared-no-sugar-added',
+ 'fish-crunchies-battered', 'muffin',
+ 'savoy-cabbage-steamed-without-addition-of-salt', 'pine-nuts',
+ 'chorizo', 'chia-grains', 'frying-sausage',
+ 'french-pizza-from-alsace-baked', 'chocolate', 'cooked-sausage',
+ 'grits-polenta-maize-flour',
+ 'gummi-bears-fruit-jellies-jelly-babies-with-fruit-essence',
+ 'wine-rose', 'coca-cola', 'raspberries',
+ 'roll-with-pieces-of-chocolate', 'goat-average-raw', 'lemon-cake',
+ 'coconut-milk', 'rice-wild', 'gluten-free-bread', 'pearl-onions',
+ 'buckwheat-pancake', 'bread-5-grain', 'light-beer', 'sugar-glazing',
+ 'tzatziki', 'butter-herb', 'ham-croissant', 'corn-crisps',
+ 'lentils-green-du-puy-du-berry', 'cocktail', 'rice-whole-grain',
+ 'veal-sausage', 'cervelat', 'sorbet',
+ 'aperitif-with-alcohol-aperol-spritz', 'dips', 'corn-flakes', 'peas',
+ 'tiramisu', 'apricots', 'cake-marble', 'lamb',
+ 'lasagne-meat-prepared', 'coca-cola-zero', 'cake-salted',
+ 'dough-puff-pastry-shortcrust-bread-pizza-dough', 'rice-waffels',
+ 'sekt', 'brioche', 'vegetable-au-gratin-baked', 'mango-dried',
+ 'processed-meat-charcuterie', 'mousse', 'sauce-sweet-sour', 'basil',
+ 'butter-spread-puree-almond', 'pie-apricot-baked-with-cake-dough',
+ 'rusk-wholemeal', 'beef-roast',
+ 'vanille-cream-cooked-custard-creme-dessert', 'pasta-in-conch-form',
+ 'nuts', 'sauce-carbonara', 'fig-dried',
+ 'pasta-in-butterfly-form-farfalle', 'minced-meat',
+ 'carrot-steamed-without-addition-of-salt', 'ebly', 'damson-plum',
+ 'shoots', 'bouquet-garni', 'coconut', 'banana-cake', 'waffle',
+ 'apricot-dried', 'sauce-curry', 'watermelon-fresh',
+ 'sauce-sweet-salted-asian', 'pork-roast', 'blackberry',
+ 'smoked-cooked-sausage-of-pork-and-beef-meat-sausag', 'bean-seeds',
+ 'italian-salad-dressing', 'white-asparagus',
+ 'pie-rhubarb-baked-with-cake-dough',
+ 'tomato-stewed-without-addition-of-fat-without-addition-of-salt',
+ 'cherries', 'nectarine')),
+ val=dict(
+ type='CocoDataset',
+ ann_file=
+ '/home/nick/segmentation/mmdetection/data/val/annotations_new.json',
+ img_prefix='/home/nick/segmentation/mmdetection/data/val/images',
+ pipeline=[
+ dict(type='LoadImageFromFile'),
+ dict(
+ type='MultiScaleFlipAug',
+ img_scale=(1333, 800),
+ flip=True,
+ transforms=[
+ dict(type='Resize', keep_ratio=True),
+ dict(type='RandomFlip'),
+ dict(
+ type='Normalize',
+ mean=[123.675, 116.28, 103.53],
+ std=[58.395, 57.12, 57.375],
+ to_rgb=True),
+ dict(type='Pad', size_divisor=32),
+ dict(type='ImageToTensor', keys=['img']),
+ dict(type='Collect', keys=['img'])
+ ])
+ ],
+ classes=
+ ('bread-wholemeal', 'jam', 'water', 'bread-sourdough', 'banana',
+ 'soft-cheese', 'ham-raw', 'hard-cheese', 'cottage-cheese',
+ 'bread-half-white', 'coffee-with-caffeine', 'fruit-salad', 'pancakes',
+ 'tea', 'salmon-smoked', 'avocado', 'spring-onion-scallion',
+ 'ristretto-with-caffeine', 'ham', 'egg', 'bacon-frying',
+ 'chips-french-fries', 'juice-apple', 'chicken', 'tomato-raw',
+ 'broccoli', 'shrimp-boiled',
+ 'beetroot-steamed-without-addition-of-salt', 'carrot-raw',
+ 'chickpeas', 'french-salad-dressing', 'pasta-hornli', 'sauce-cream',
+ 'meat-balls', 'pasta', 'tomato-sauce', 'cheese', 'pear', 'cashew-nut',
+ 'almonds', 'lentils', 'mixed-vegetables', 'peanut-butter', 'apple',
+ 'blueberries', 'cucumber', 'cocoa-powder',
+ 'greek-yaourt-yahourt-yogourt-ou-yoghourt', 'maple-syrup-concentrate',
+ 'buckwheat-grain-peeled', 'butter', 'herbal-tea', 'mayonnaise',
+ 'soup-vegetable', 'wine-red', 'wine-white',
+ 'green-bean-steamed-without-addition-of-salt', 'sausage',
+ 'pizza-margherita-baked', 'salami', 'mushroom',
+ 'bread-meat-substitute-lettuce-sauce', 'tart', 'tea-verveine', 'rice',
+ 'white-coffee-with-caffeine', 'linseeds', 'sunflower-seeds',
+ 'ham-cooked', 'bell-pepper-red-raw', 'zucchini', 'green-asparagus',
+ 'tartar-sauce', 'lye-pretzel-soft', 'cucumber-pickled',
+ 'curry-vegetarian', 'yaourt-yahourt-yogourt-ou-yoghourt-natural',
+ 'soup-of-lentils-dahl-dhal', 'soup-cream-of-vegetables',
+ 'balsamic-vinegar', 'salmon', 'salt-cake-vegetables-filled', 'bacon',
+ 'orange', 'pasta-noodles', 'cream', 'cake-chocolate',
+ 'pasta-spaghetti', 'black-olives', 'parmesan', 'spaetzle',
+ 'salad-lambs-ear', 'salad-leaf-salad-green', 'potatoes-steamed',
+ 'white-cabbage', 'halloumi', 'beetroot-raw', 'bread-grain',
+ 'applesauce-unsweetened-canned', 'cheese-for-raclette', 'mushrooms',
+ 'bread-white', 'curds-natural-with-at-most-10-fidm',
+ 'bagel-without-filling', 'quiche-with-cheese-baked-with-puff-pastry',
+ 'soup-potato', 'bouillon-vegetable', 'beef-sirloin-steak',
+ 'taboule-prepared-with-couscous', 'eggplant', 'bread',
+ 'turnover-with-meat-small-meat-pie-empanadas', 'mungbean-sprouts',
+ 'mozzarella', 'pasta-penne', 'lasagne-vegetable-prepared',
+ 'mandarine', 'kiwi', 'french-beans', 'tartar-meat',
+ 'spring-roll-fried', 'pork-chop', 'caprese-salad-tomato-mozzarella',
+ 'leaf-spinach', 'roll-of-half-white-or-white-flour-with-large-void',
+ 'pasta-ravioli-stuffing', 'omelette-plain', 'tuna', 'dark-chocolate',
+ 'sauce-savoury', 'dried-raisins', 'ice-tea', 'kaki', 'macaroon',
+ 'smoothie', 'crepe-plain', 'chicken-nuggets',
+ 'chili-con-carne-prepared', 'veggie-burger', 'cream-spinach', 'cod',
+ 'chinese-cabbage', 'hamburger-bread-meat-ketchup', 'soup-pumpkin',
+ 'sushi', 'chestnuts', 'coffee-decaffeinated', 'sauce-soya',
+ 'balsamic-salad-dressing', 'pasta-twist', 'bolognaise-sauce', 'leek',
+ 'fajita-bread-only', 'potato-gnocchi',
+ 'beef-cut-into-stripes-only-meat', 'rice-noodles-vermicelli',
+ 'tea-ginger', 'tea-green', 'bread-whole-wheat', 'onion', 'garlic',
+ 'hummus', 'pizza-with-vegetables-baked', 'beer', 'glucose-drink-50g',
+ 'chicken-wing', 'ratatouille', 'peanut',
+ 'high-protein-pasta-made-of-lentils-peas', 'cauliflower',
+ 'quiche-with-spinach-baked-with-cake-dough', 'green-olives',
+ 'brazil-nut', 'eggplant-caviar', 'bread-pita', 'pasta-wholemeal',
+ 'sauce-pesto', 'oil', 'couscous', 'sauce-roast', 'prosecco',
+ 'crackers', 'bread-toast', 'shrimp-prawn-small', 'panna-cotta',
+ 'romanesco', 'water-with-lemon-juice', 'espresso-with-caffeine',
+ 'egg-scrambled-prepared', 'juice-orange', 'ice-cubes',
+ 'braided-white-loaf', 'emmental-cheese', 'croissant-wholegrain',
+ 'hazelnut-chocolate-spread-nutella-ovomaltine-caotina', 'tomme',
+ 'water-mineral', 'hazelnut', 'bacon-raw', 'bread-nut',
+ 'black-forest-tart', 'soup-miso', 'peach', 'figs', 'beef-filet',
+ 'mustard-dijon', 'rice-basmati',
+ 'mashed-potatoes-prepared-with-full-fat-milk-with-butter',
+ 'dumplings', 'pumpkin', 'swiss-chard', 'red-cabbage', 'spinach-raw',
+ 'naan-indien-bread',
+ 'chicken-curry-cream-coconut-milk-curry-spices-paste',
+ 'crunch-muesli', 'biscuits', 'bread-french-white-flour', 'meatloaf',
+ 'fresh-cheese', 'honey', 'vegetable-mix-peas-and-carrots', 'parsley',
+ 'brownie', 'dairy-ice-cream', 'tea-black', 'carrot-cake',
+ 'fish-fingers-breaded', 'salad-dressing', 'dried-meat',
+ 'chicken-breast', 'mixed-salad-chopped-without-sauce', 'feta',
+ 'praline', 'tea-peppermint', 'walnut',
+ 'potato-salad-with-mayonnaise-yogurt-dressing', 'kebab-in-pita-bread',
+ 'kolhrabi', 'alfa-sprouts', 'brussel-sprouts', 'bacon-cooking',
+ 'gruyere', 'bulgur', 'grapes', 'pork-escalope', 'chocolate-egg-small',
+ 'cappuccino',
+ 'zucchini-stewed-without-addition-of-fat-without-addition-of-salt',
+ 'crisp-bread-wasa', 'bread-black', 'perch-fillets-lake', 'rosti',
+ 'mango', 'sandwich-ham-cheese-and-butter', 'muesli',
+ 'spinach-steamed-without-addition-of-salt', 'fish',
+ 'risotto-without-cheese-cooked', 'milk-chocolate-with-hazelnuts',
+ 'cake-oblong', 'crisps', 'pork', 'pomegranate', 'sweet-corn-canned',
+ 'flakes-oat', 'greek-salad', 'cantonese-fried-rice', 'sesame-seeds',
+ 'bouillon', 'baked-potato', 'fennel', 'meat', 'bread-olive',
+ 'croutons', 'philadelphia',
+ 'mushroom-average-stewed-without-addition-of-fat-without-addition-of-salt',
+ 'bell-pepper-red-stewed-without-addition-of-fat-without-addition-of-salt',
+ 'white-chocolate', 'mixed-nuts', 'breadcrumbs-unspiced', 'fondue',
+ 'sauce-mushroom', 'tea-spice', 'strawberries', 'tea-rooibos',
+ 'pie-plum-baked-with-cake-dough',
+ 'potatoes-au-gratin-dauphinois-prepared', 'capers', 'vegetables',
+ 'bread-wholemeal-toast', 'red-radish', 'fruit-tart', 'beans-kidney',
+ 'sauerkraut', 'mustard', 'country-fries', 'ketchup',
+ 'pasta-linguini-parpadelle-tagliatelle',
+ 'chicken-cut-into-stripes-only-meat', 'cookies', 'sun-dried-tomatoe',
+ 'bread-ticino', 'semi-hard-cheese', 'margarine',
+ 'porridge-prepared-with-partially-skimmed-milk',
+ 'soya-drink-soy-milk', 'juice-multifruit', 'popcorn-salted',
+ 'chocolate-filled', 'milk-chocolate', 'bread-fruit',
+ 'mix-of-dried-fruits-and-nuts', 'corn', 'tete-de-moine', 'dates',
+ 'pistachio', 'celery', 'white-radish', 'oat-milk', 'cream-cheese',
+ 'bread-rye', 'witloof-chicory', 'apple-crumble', 'goat-cheese-soft',
+ 'grapefruit-pomelo', 'risotto-with-mushrooms-cooked',
+ 'blue-mould-cheese', 'biscuit-with-butter', 'guacamole', 'pecan-nut',
+ 'tofu', 'cordon-bleu-from-pork-schnitzel-fried', 'paprika-chips',
+ 'quinoa', 'kefir-drink', 'm-m-s', 'salad-rocket', 'bread-spelt',
+ 'pizza-with-ham-with-mushrooms-baked', 'fruit-coulis', 'plums',
+ 'beef-minced-only-meat', 'pizza-with-ham-baked', 'pineapple',
+ 'soup-tomato', 'cheddar', 'tea-fruit', 'rice-jasmin', 'seeds',
+ 'focaccia', 'milk', 'coleslaw-chopped-without-sauce', 'pastry-flaky',
+ 'curd', 'savoury-puff-pastry-stick', 'sweet-potato', 'chicken-leg',
+ 'croissant', 'sour-cream', 'ham-turkey', 'processed-cheese',
+ 'fruit-compotes', 'cheesecake', 'pasta-tortelloni-stuffing',
+ 'sauce-cocktail', 'croissant-with-chocolate-filling', 'pumpkin-seeds',
+ 'artichoke', 'champagne', 'grissini', 'sweets-candies', 'brie',
+ 'wienerli-swiss-sausage', 'syrup-diluted-ready-to-drink', 'apple-pie',
+ 'white-bread-with-butter-eggs-and-milk', 'savoury-puff-pastry',
+ 'anchovies', 'tuna-in-oil-drained', 'lemon-pie', 'meat-terrine-pate',
+ 'coriander', 'falafel-balls', 'berries',
+ 'latte-macchiato-with-caffeine', 'faux-mage-cashew-vegan-chers',
+ 'beans-white', 'sugar-melon', 'mixed-seeds', 'hamburger',
+ 'hamburger-bun', 'oil-vinegar-salad-dressing',
+ 'soya-yaourt-yahourt-yogourt-ou-yoghourt',
+ 'chocolate-milk-chocolate-drink', 'celeriac', 'chocolate-mousse',
+ 'cenovis-yeast-spread', 'thickened-cream-35', 'meringue', 'lamb-chop',
+ 'shrimp-prawn-large', 'beef', 'lemon', 'croque-monsieur', 'chives',
+ 'chocolate-cookies', 'birchermuesli-prepared-no-sugar-added',
+ 'fish-crunchies-battered', 'muffin',
+ 'savoy-cabbage-steamed-without-addition-of-salt', 'pine-nuts',
+ 'chorizo', 'chia-grains', 'frying-sausage',
+ 'french-pizza-from-alsace-baked', 'chocolate', 'cooked-sausage',
+ 'grits-polenta-maize-flour',
+ 'gummi-bears-fruit-jellies-jelly-babies-with-fruit-essence',
+ 'wine-rose', 'coca-cola', 'raspberries',
+ 'roll-with-pieces-of-chocolate', 'goat-average-raw', 'lemon-cake',
+ 'coconut-milk', 'rice-wild', 'gluten-free-bread', 'pearl-onions',
+ 'buckwheat-pancake', 'bread-5-grain', 'light-beer', 'sugar-glazing',
+ 'tzatziki', 'butter-herb', 'ham-croissant', 'corn-crisps',
+ 'lentils-green-du-puy-du-berry', 'cocktail', 'rice-whole-grain',
+ 'veal-sausage', 'cervelat', 'sorbet',
+ 'aperitif-with-alcohol-aperol-spritz', 'dips', 'corn-flakes', 'peas',
+ 'tiramisu', 'apricots', 'cake-marble', 'lamb',
+ 'lasagne-meat-prepared', 'coca-cola-zero', 'cake-salted',
+ 'dough-puff-pastry-shortcrust-bread-pizza-dough', 'rice-waffels',
+ 'sekt', 'brioche', 'vegetable-au-gratin-baked', 'mango-dried',
+ 'processed-meat-charcuterie', 'mousse', 'sauce-sweet-sour', 'basil',
+ 'butter-spread-puree-almond', 'pie-apricot-baked-with-cake-dough',
+ 'rusk-wholemeal', 'beef-roast',
+ 'vanille-cream-cooked-custard-creme-dessert', 'pasta-in-conch-form',
+ 'nuts', 'sauce-carbonara', 'fig-dried',
+ 'pasta-in-butterfly-form-farfalle', 'minced-meat',
+ 'carrot-steamed-without-addition-of-salt', 'ebly', 'damson-plum',
+ 'shoots', 'bouquet-garni', 'coconut', 'banana-cake', 'waffle',
+ 'apricot-dried', 'sauce-curry', 'watermelon-fresh',
+ 'sauce-sweet-salted-asian', 'pork-roast', 'blackberry',
+ 'smoked-cooked-sausage-of-pork-and-beef-meat-sausag', 'bean-seeds',
+ 'italian-salad-dressing', 'white-asparagus',
+ 'pie-rhubarb-baked-with-cake-dough',
+ 'tomato-stewed-without-addition-of-fat-without-addition-of-salt',
+ 'cherries', 'nectarine')),
+ test=dict(
+ type='CocoDataset',
+ ann_file=
+ '/home/nick/segmentation/mmdetection/data/test/annotations.json',
+ img_prefix='/home/nick/segmentation/mmdetection/data/test/images',
+ pipeline=[
+ dict(type='LoadImageFromFile'),
+ dict(
+ type='MultiScaleFlipAug',
+ img_scale=(1333, 800),
+ flip=True,
+ transforms=[
+ dict(type='Resize', keep_ratio=True),
+ dict(type='RandomFlip'),
+ dict(
+ type='Normalize',
+ mean=[123.675, 116.28, 103.53],
+ std=[58.395, 57.12, 57.375],
+ to_rgb=True),
+ dict(type='Pad', size_divisor=32),
+ dict(type='ImageToTensor', keys=['img']),
+ dict(type='Collect', keys=['img'])
+ ])
+ ],
+ classes=
+ ('bread-wholemeal', 'jam', 'water', 'bread-sourdough', 'banana',
+ 'soft-cheese', 'ham-raw', 'hard-cheese', 'cottage-cheese',
+ 'bread-half-white', 'coffee-with-caffeine', 'fruit-salad', 'pancakes',
+ 'tea', 'salmon-smoked', 'avocado', 'spring-onion-scallion',
+ 'ristretto-with-caffeine', 'ham', 'egg', 'bacon-frying',
+ 'chips-french-fries', 'juice-apple', 'chicken', 'tomato-raw',
+ 'broccoli', 'shrimp-boiled',
+ 'beetroot-steamed-without-addition-of-salt', 'carrot-raw',
+ 'chickpeas', 'french-salad-dressing', 'pasta-hornli', 'sauce-cream',
+ 'meat-balls', 'pasta', 'tomato-sauce', 'cheese', 'pear', 'cashew-nut',
+ 'almonds', 'lentils', 'mixed-vegetables', 'peanut-butter', 'apple',
+ 'blueberries', 'cucumber', 'cocoa-powder',
+ 'greek-yaourt-yahourt-yogourt-ou-yoghourt', 'maple-syrup-concentrate',
+ 'buckwheat-grain-peeled', 'butter', 'herbal-tea', 'mayonnaise',
+ 'soup-vegetable', 'wine-red', 'wine-white',
+ 'green-bean-steamed-without-addition-of-salt', 'sausage',
+ 'pizza-margherita-baked', 'salami', 'mushroom',
+ 'bread-meat-substitute-lettuce-sauce', 'tart', 'tea-verveine', 'rice',
+ 'white-coffee-with-caffeine', 'linseeds', 'sunflower-seeds',
+ 'ham-cooked', 'bell-pepper-red-raw', 'zucchini', 'green-asparagus',
+ 'tartar-sauce', 'lye-pretzel-soft', 'cucumber-pickled',
+ 'curry-vegetarian', 'yaourt-yahourt-yogourt-ou-yoghourt-natural',
+ 'soup-of-lentils-dahl-dhal', 'soup-cream-of-vegetables',
+ 'balsamic-vinegar', 'salmon', 'salt-cake-vegetables-filled', 'bacon',
+ 'orange', 'pasta-noodles', 'cream', 'cake-chocolate',
+ 'pasta-spaghetti', 'black-olives', 'parmesan', 'spaetzle',
+ 'salad-lambs-ear', 'salad-leaf-salad-green', 'potatoes-steamed',
+ 'white-cabbage', 'halloumi', 'beetroot-raw', 'bread-grain',
+ 'applesauce-unsweetened-canned', 'cheese-for-raclette', 'mushrooms',
+ 'bread-white', 'curds-natural-with-at-most-10-fidm',
+ 'bagel-without-filling', 'quiche-with-cheese-baked-with-puff-pastry',
+ 'soup-potato', 'bouillon-vegetable', 'beef-sirloin-steak',
+ 'taboule-prepared-with-couscous', 'eggplant', 'bread',
+ 'turnover-with-meat-small-meat-pie-empanadas', 'mungbean-sprouts',
+ 'mozzarella', 'pasta-penne', 'lasagne-vegetable-prepared',
+ 'mandarine', 'kiwi', 'french-beans', 'tartar-meat',
+ 'spring-roll-fried', 'pork-chop', 'caprese-salad-tomato-mozzarella',
+ 'leaf-spinach', 'roll-of-half-white-or-white-flour-with-large-void',
+ 'pasta-ravioli-stuffing', 'omelette-plain', 'tuna', 'dark-chocolate',
+ 'sauce-savoury', 'dried-raisins', 'ice-tea', 'kaki', 'macaroon',
+ 'smoothie', 'crepe-plain', 'chicken-nuggets',
+ 'chili-con-carne-prepared', 'veggie-burger', 'cream-spinach', 'cod',
+ 'chinese-cabbage', 'hamburger-bread-meat-ketchup', 'soup-pumpkin',
+ 'sushi', 'chestnuts', 'coffee-decaffeinated', 'sauce-soya',
+ 'balsamic-salad-dressing', 'pasta-twist', 'bolognaise-sauce', 'leek',
+ 'fajita-bread-only', 'potato-gnocchi',
+ 'beef-cut-into-stripes-only-meat', 'rice-noodles-vermicelli',
+ 'tea-ginger', 'tea-green', 'bread-whole-wheat', 'onion', 'garlic',
+ 'hummus', 'pizza-with-vegetables-baked', 'beer', 'glucose-drink-50g',
+ 'chicken-wing', 'ratatouille', 'peanut',
+ 'high-protein-pasta-made-of-lentils-peas', 'cauliflower',
+ 'quiche-with-spinach-baked-with-cake-dough', 'green-olives',
+ 'brazil-nut', 'eggplant-caviar', 'bread-pita', 'pasta-wholemeal',
+ 'sauce-pesto', 'oil', 'couscous', 'sauce-roast', 'prosecco',
+ 'crackers', 'bread-toast', 'shrimp-prawn-small', 'panna-cotta',
+ 'romanesco', 'water-with-lemon-juice', 'espresso-with-caffeine',
+ 'egg-scrambled-prepared', 'juice-orange', 'ice-cubes',
+ 'braided-white-loaf', 'emmental-cheese', 'croissant-wholegrain',
+ 'hazelnut-chocolate-spread-nutella-ovomaltine-caotina', 'tomme',
+ 'water-mineral', 'hazelnut', 'bacon-raw', 'bread-nut',
+ 'black-forest-tart', 'soup-miso', 'peach', 'figs', 'beef-filet',
+ 'mustard-dijon', 'rice-basmati',
+ 'mashed-potatoes-prepared-with-full-fat-milk-with-butter',
+ 'dumplings', 'pumpkin', 'swiss-chard', 'red-cabbage', 'spinach-raw',
+ 'naan-indien-bread',
+ 'chicken-curry-cream-coconut-milk-curry-spices-paste',
+ 'crunch-muesli', 'biscuits', 'bread-french-white-flour', 'meatloaf',
+ 'fresh-cheese', 'honey', 'vegetable-mix-peas-and-carrots', 'parsley',
+ 'brownie', 'dairy-ice-cream', 'tea-black', 'carrot-cake',
+ 'fish-fingers-breaded', 'salad-dressing', 'dried-meat',
+ 'chicken-breast', 'mixed-salad-chopped-without-sauce', 'feta',
+ 'praline', 'tea-peppermint', 'walnut',
+ 'potato-salad-with-mayonnaise-yogurt-dressing', 'kebab-in-pita-bread',
+ 'kolhrabi', 'alfa-sprouts', 'brussel-sprouts', 'bacon-cooking',
+ 'gruyere', 'bulgur', 'grapes', 'pork-escalope', 'chocolate-egg-small',
+ 'cappuccino',
+ 'zucchini-stewed-without-addition-of-fat-without-addition-of-salt',
+ 'crisp-bread-wasa', 'bread-black', 'perch-fillets-lake', 'rosti',
+ 'mango', 'sandwich-ham-cheese-and-butter', 'muesli',
+ 'spinach-steamed-without-addition-of-salt', 'fish',
+ 'risotto-without-cheese-cooked', 'milk-chocolate-with-hazelnuts',
+ 'cake-oblong', 'crisps', 'pork', 'pomegranate', 'sweet-corn-canned',
+ 'flakes-oat', 'greek-salad', 'cantonese-fried-rice', 'sesame-seeds',
+ 'bouillon', 'baked-potato', 'fennel', 'meat', 'bread-olive',
+ 'croutons', 'philadelphia',
+ 'mushroom-average-stewed-without-addition-of-fat-without-addition-of-salt',
+ 'bell-pepper-red-stewed-without-addition-of-fat-without-addition-of-salt',
+ 'white-chocolate', 'mixed-nuts', 'breadcrumbs-unspiced', 'fondue',
+ 'sauce-mushroom', 'tea-spice', 'strawberries', 'tea-rooibos',
+ 'pie-plum-baked-with-cake-dough',
+ 'potatoes-au-gratin-dauphinois-prepared', 'capers', 'vegetables',
+ 'bread-wholemeal-toast', 'red-radish', 'fruit-tart', 'beans-kidney',
+ 'sauerkraut', 'mustard', 'country-fries', 'ketchup',
+ 'pasta-linguini-parpadelle-tagliatelle',
+ 'chicken-cut-into-stripes-only-meat', 'cookies', 'sun-dried-tomatoe',
+ 'bread-ticino', 'semi-hard-cheese', 'margarine',
+ 'porridge-prepared-with-partially-skimmed-milk',
+ 'soya-drink-soy-milk', 'juice-multifruit', 'popcorn-salted',
+ 'chocolate-filled', 'milk-chocolate', 'bread-fruit',
+ 'mix-of-dried-fruits-and-nuts', 'corn', 'tete-de-moine', 'dates',
+ 'pistachio', 'celery', 'white-radish', 'oat-milk', 'cream-cheese',
+ 'bread-rye', 'witloof-chicory', 'apple-crumble', 'goat-cheese-soft',
+ 'grapefruit-pomelo', 'risotto-with-mushrooms-cooked',
+ 'blue-mould-cheese', 'biscuit-with-butter', 'guacamole', 'pecan-nut',
+ 'tofu', 'cordon-bleu-from-pork-schnitzel-fried', 'paprika-chips',
+ 'quinoa', 'kefir-drink', 'm-m-s', 'salad-rocket', 'bread-spelt',
+ 'pizza-with-ham-with-mushrooms-baked', 'fruit-coulis', 'plums',
+ 'beef-minced-only-meat', 'pizza-with-ham-baked', 'pineapple',
+ 'soup-tomato', 'cheddar', 'tea-fruit', 'rice-jasmin', 'seeds',
+ 'focaccia', 'milk', 'coleslaw-chopped-without-sauce', 'pastry-flaky',
+ 'curd', 'savoury-puff-pastry-stick', 'sweet-potato', 'chicken-leg',
+ 'croissant', 'sour-cream', 'ham-turkey', 'processed-cheese',
+ 'fruit-compotes', 'cheesecake', 'pasta-tortelloni-stuffing',
+ 'sauce-cocktail', 'croissant-with-chocolate-filling', 'pumpkin-seeds',
+ 'artichoke', 'champagne', 'grissini', 'sweets-candies', 'brie',
+ 'wienerli-swiss-sausage', 'syrup-diluted-ready-to-drink', 'apple-pie',
+ 'white-bread-with-butter-eggs-and-milk', 'savoury-puff-pastry',
+ 'anchovies', 'tuna-in-oil-drained', 'lemon-pie', 'meat-terrine-pate',
+ 'coriander', 'falafel-balls', 'berries',
+ 'latte-macchiato-with-caffeine', 'faux-mage-cashew-vegan-chers',
+ 'beans-white', 'sugar-melon', 'mixed-seeds', 'hamburger',
+ 'hamburger-bun', 'oil-vinegar-salad-dressing',
+ 'soya-yaourt-yahourt-yogourt-ou-yoghourt',
+ 'chocolate-milk-chocolate-drink', 'celeriac', 'chocolate-mousse',
+ 'cenovis-yeast-spread', 'thickened-cream-35', 'meringue', 'lamb-chop',
+ 'shrimp-prawn-large', 'beef', 'lemon', 'croque-monsieur', 'chives',
+ 'chocolate-cookies', 'birchermuesli-prepared-no-sugar-added',
+ 'fish-crunchies-battered', 'muffin',
+ 'savoy-cabbage-steamed-without-addition-of-salt', 'pine-nuts',
+ 'chorizo', 'chia-grains', 'frying-sausage',
+ 'french-pizza-from-alsace-baked', 'chocolate', 'cooked-sausage',
+ 'grits-polenta-maize-flour',
+ 'gummi-bears-fruit-jellies-jelly-babies-with-fruit-essence',
+ 'wine-rose', 'coca-cola', 'raspberries',
+ 'roll-with-pieces-of-chocolate', 'goat-average-raw', 'lemon-cake',
+ 'coconut-milk', 'rice-wild', 'gluten-free-bread', 'pearl-onions',
+ 'buckwheat-pancake', 'bread-5-grain', 'light-beer', 'sugar-glazing',
+ 'tzatziki', 'butter-herb', 'ham-croissant', 'corn-crisps',
+ 'lentils-green-du-puy-du-berry', 'cocktail', 'rice-whole-grain',
+ 'veal-sausage', 'cervelat', 'sorbet',
+ 'aperitif-with-alcohol-aperol-spritz', 'dips', 'corn-flakes', 'peas',
+ 'tiramisu', 'apricots', 'cake-marble', 'lamb',
+ 'lasagne-meat-prepared', 'coca-cola-zero', 'cake-salted',
+ 'dough-puff-pastry-shortcrust-bread-pizza-dough', 'rice-waffels',
+ 'sekt', 'brioche', 'vegetable-au-gratin-baked', 'mango-dried',
+ 'processed-meat-charcuterie', 'mousse', 'sauce-sweet-sour', 'basil',
+ 'butter-spread-puree-almond', 'pie-apricot-baked-with-cake-dough',
+ 'rusk-wholemeal', 'beef-roast',
+ 'vanille-cream-cooked-custard-creme-dessert', 'pasta-in-conch-form',
+ 'nuts', 'sauce-carbonara', 'fig-dried',
+ 'pasta-in-butterfly-form-farfalle', 'minced-meat',
+ 'carrot-steamed-without-addition-of-salt', 'ebly', 'damson-plum',
+ 'shoots', 'bouquet-garni', 'coconut', 'banana-cake', 'waffle',
+ 'apricot-dried', 'sauce-curry', 'watermelon-fresh',
+ 'sauce-sweet-salted-asian', 'pork-roast', 'blackberry',
+ 'smoked-cooked-sausage-of-pork-and-beef-meat-sausag', 'bean-seeds',
+ 'italian-salad-dressing', 'white-asparagus',
+ 'pie-rhubarb-baked-with-cake-dough',
+ 'tomato-stewed-without-addition-of-fat-without-addition-of-salt',
+ 'cherries', 'nectarine')))
+evaluation = dict(interval=1, metric=['segm'])
+optimizer = dict(
+ type='AdamW',
+ lr=2e-05,
+ weight_decay=0.0001,
+ paramwise_cfg=dict(
+ custom_keys=dict(
+ absolute_pos_embed=dict(decay_mult=0.0),
+ relative_position_bias_table=dict(decay_mult=0.0),
+ norm=dict(decay_mult=0.0))))
+optimizer_config = dict(
+ grad_clip=dict(max_norm=1, norm_type=2),
+ type='DistOptimizerHook',
+ update_interval=1,
+ coalesce=True,
+ bucket_size_mb=-1,
+ use_fp16=False)
+lr_config = dict(
+ policy='step',
+ warmup='linear',
+ warmup_iters=500,
+ warmup_ratio=0.001,
+ step=[34, 38])
+runner = dict(type='EpochBasedRunner', max_epochs=40)
+checkpoint_config = dict(interval=1)
+log_config = dict(
+ interval=1,
+ hooks=[dict(type='TextLoggerHook'),
+ dict(type='TensorboardLoggerHook')])
+custom_hooks = [
+ dict(type='NumClassCheckHook'),
+ dict(type='EMAHook', interval=1, priority='HIGH')
+]
+dist_params = dict(backend='nccl')
+log_level = 'INFO'
+load_from = '/home/nick/segmentation/mmdetection/checkpoints/queryinst_swin_large_patch4_window7_fpn_300_queries-832c5813.pth'
+resume_from = None
+workflow = [('train', 1)]
+num_stages = 6
+num_proposals = 300
+model = dict(
+ type='QueryInst',
+ pretrained=None,
+ backbone=dict(
+ type='SwinTransformer',
+ embed_dim=192,
+ depths=[2, 2, 18, 2],
+ num_heads=[6, 12, 24, 48],
+ window_size=7,
+ mlp_ratio=4.0,
+ qkv_bias=True,
+ qk_scale=None,
+ drop_rate=0.0,
+ attn_drop_rate=0.0,
+ drop_path_rate=0.3,
+ ape=False,
+ patch_norm=True,
+ out_indices=(0, 1, 2, 3),
+ use_checkpoint=False),
+ neck=dict(
+ type='FPN',
+ in_channels=[192, 384, 768, 1536],
+ out_channels=256,
+ start_level=0,
+ add_extra_convs='on_input',
+ num_outs=4),
+ rpn_head=dict(
+ type='EmbeddingRPNHead',
+ num_proposals=300,
+ proposal_feature_channel=256),
+ roi_head=dict(
+ type='QueryRoIHead',
+ num_stages=6,
+ stage_loss_weights=[1, 1, 1, 1, 1, 1],
+ proposal_feature_channel=256,
+ bbox_roi_extractor=dict(
+ type='SingleRoIExtractor',
+ roi_layer=dict(type='RoIAlign', output_size=7, sampling_ratio=2),
+ out_channels=256,
+ featmap_strides=[4, 8, 16, 32]),
+ mask_roi_extractor=dict(
+ type='SingleRoIExtractor',
+ roi_layer=dict(type='RoIAlign', output_size=14, sampling_ratio=2),
+ out_channels=256,
+ featmap_strides=[4, 8, 16, 32]),
+ bbox_head=[
+ dict(
+ type='DIIHead',
+ num_classes=498,
+ num_ffn_fcs=2,
+ num_heads=8,
+ num_cls_fcs=1,
+ num_reg_fcs=3,
+ feedforward_channels=2048,
+ in_channels=256,
+ dropout=0.0,
+ ffn_act_cfg=dict(type='ReLU', inplace=True),
+ dynamic_conv_cfg=dict(
+ type='DynamicConv',
+ in_channels=256,
+ feat_channels=64,
+ out_channels=256,
+ input_feat_shape=7,
+ with_proj=True,
+ act_cfg=dict(type='ReLU', inplace=True),
+ norm_cfg=dict(type='LN')),
+ loss_bbox=dict(type='L1Loss', loss_weight=5.0),
+ loss_iou=dict(type='GIoULoss', loss_weight=2.0),
+ loss_cls=dict(
+ type='FocalLoss',
+ use_sigmoid=True,
+ gamma=2.0,
+ alpha=0.25,
+ loss_weight=2.0),
+ bbox_coder=dict(
+ type='DeltaXYWHBBoxCoder',
+ clip_border=False,
+ target_means=[0.0, 0.0, 0.0, 0.0],
+ target_stds=[0.5, 0.5, 1.0, 1.0])),
+ dict(
+ type='DIIHead',
+ num_classes=498,
+ num_ffn_fcs=2,
+ num_heads=8,
+ num_cls_fcs=1,
+ num_reg_fcs=3,
+ feedforward_channels=2048,
+ in_channels=256,
+ dropout=0.0,
+ ffn_act_cfg=dict(type='ReLU', inplace=True),
+ dynamic_conv_cfg=dict(
+ type='DynamicConv',
+ in_channels=256,
+ feat_channels=64,
+ out_channels=256,
+ input_feat_shape=7,
+ with_proj=True,
+ act_cfg=dict(type='ReLU', inplace=True),
+ norm_cfg=dict(type='LN')),
+ loss_bbox=dict(type='L1Loss', loss_weight=5.0),
+ loss_iou=dict(type='GIoULoss', loss_weight=2.0),
+ loss_cls=dict(
+ type='FocalLoss',
+ use_sigmoid=True,
+ gamma=2.0,
+ alpha=0.25,
+ loss_weight=2.0),
+ bbox_coder=dict(
+ type='DeltaXYWHBBoxCoder',
+ clip_border=False,
+ target_means=[0.0, 0.0, 0.0, 0.0],
+ target_stds=[0.5, 0.5, 1.0, 1.0])),
+ dict(
+ type='DIIHead',
+ num_classes=498,
+ num_ffn_fcs=2,
+ num_heads=8,
+ num_cls_fcs=1,
+ num_reg_fcs=3,
+ feedforward_channels=2048,
+ in_channels=256,
+ dropout=0.0,
+ ffn_act_cfg=dict(type='ReLU', inplace=True),
+ dynamic_conv_cfg=dict(
+ type='DynamicConv',
+ in_channels=256,
+ feat_channels=64,
+ out_channels=256,
+ input_feat_shape=7,
+ with_proj=True,
+ act_cfg=dict(type='ReLU', inplace=True),
+ norm_cfg=dict(type='LN')),
+ loss_bbox=dict(type='L1Loss', loss_weight=5.0),
+ loss_iou=dict(type='GIoULoss', loss_weight=2.0),
+ loss_cls=dict(
+ type='FocalLoss',
+ use_sigmoid=True,
+ gamma=2.0,
+ alpha=0.25,
+ loss_weight=2.0),
+ bbox_coder=dict(
+ type='DeltaXYWHBBoxCoder',
+ clip_border=False,
+ target_means=[0.0, 0.0, 0.0, 0.0],
+ target_stds=[0.5, 0.5, 1.0, 1.0])),
+ dict(
+ type='DIIHead',
+ num_classes=498,
+ num_ffn_fcs=2,
+ num_heads=8,
+ num_cls_fcs=1,
+ num_reg_fcs=3,
+ feedforward_channels=2048,
+ in_channels=256,
+ dropout=0.0,
+ ffn_act_cfg=dict(type='ReLU', inplace=True),
+ dynamic_conv_cfg=dict(
+ type='DynamicConv',
+ in_channels=256,
+ feat_channels=64,
+ out_channels=256,
+ input_feat_shape=7,
+ with_proj=True,
+ act_cfg=dict(type='ReLU', inplace=True),
+ norm_cfg=dict(type='LN')),
+ loss_bbox=dict(type='L1Loss', loss_weight=5.0),
+ loss_iou=dict(type='GIoULoss', loss_weight=2.0),
+ loss_cls=dict(
+ type='FocalLoss',
+ use_sigmoid=True,
+ gamma=2.0,
+ alpha=0.25,
+ loss_weight=2.0),
+ bbox_coder=dict(
+ type='DeltaXYWHBBoxCoder',
+ clip_border=False,
+ target_means=[0.0, 0.0, 0.0, 0.0],
+ target_stds=[0.5, 0.5, 1.0, 1.0])),
+ dict(
+ type='DIIHead',
+ num_classes=498,
+ num_ffn_fcs=2,
+ num_heads=8,
+ num_cls_fcs=1,
+ num_reg_fcs=3,
+ feedforward_channels=2048,
+ in_channels=256,
+ dropout=0.0,
+ ffn_act_cfg=dict(type='ReLU', inplace=True),
+ dynamic_conv_cfg=dict(
+ type='DynamicConv',
+ in_channels=256,
+ feat_channels=64,
+ out_channels=256,
+ input_feat_shape=7,
+ with_proj=True,
+ act_cfg=dict(type='ReLU', inplace=True),
+ norm_cfg=dict(type='LN')),
+ loss_bbox=dict(type='L1Loss', loss_weight=5.0),
+ loss_iou=dict(type='GIoULoss', loss_weight=2.0),
+ loss_cls=dict(
+ type='FocalLoss',
+ use_sigmoid=True,
+ gamma=2.0,
+ alpha=0.25,
+ loss_weight=2.0),
+ bbox_coder=dict(
+ type='DeltaXYWHBBoxCoder',
+ clip_border=False,
+ target_means=[0.0, 0.0, 0.0, 0.0],
+ target_stds=[0.5, 0.5, 1.0, 1.0])),
+ dict(
+ type='DIIHead',
+ num_classes=498,
+ num_ffn_fcs=2,
+ num_heads=8,
+ num_cls_fcs=1,
+ num_reg_fcs=3,
+ feedforward_channels=2048,
+ in_channels=256,
+ dropout=0.0,
+ ffn_act_cfg=dict(type='ReLU', inplace=True),
+ dynamic_conv_cfg=dict(
+ type='DynamicConv',
+ in_channels=256,
+ feat_channels=64,
+ out_channels=256,
+ input_feat_shape=7,
+ with_proj=True,
+ act_cfg=dict(type='ReLU', inplace=True),
+ norm_cfg=dict(type='LN')),
+ loss_bbox=dict(type='L1Loss', loss_weight=5.0),
+ loss_iou=dict(type='GIoULoss', loss_weight=2.0),
+ loss_cls=dict(
+ type='FocalLoss',
+ use_sigmoid=True,
+ gamma=2.0,
+ alpha=0.25,
+ loss_weight=2.0),
+ bbox_coder=dict(
+ type='DeltaXYWHBBoxCoder',
+ clip_border=False,
+ target_means=[0.0, 0.0, 0.0, 0.0],
+ target_stds=[0.5, 0.5, 1.0, 1.0]))
+ ],
+ mask_head=[
+ dict(
+ type='DynamicMaskHead',
+ dynamic_conv_cfg=dict(
+ type='DynamicConv',
+ in_channels=256,
+ feat_channels=64,
+ out_channels=256,
+ input_feat_shape=14,
+ with_proj=False,
+ act_cfg=dict(type='ReLU', inplace=True),
+ norm_cfg=dict(type='LN')),
+ dropout=0.0,
+ num_convs=4,
+ roi_feat_size=14,
+ in_channels=256,
+ conv_kernel_size=3,
+ conv_out_channels=256,
+ class_agnostic=False,
+ norm_cfg=dict(type='BN'),
+ upsample_cfg=dict(type='deconv', scale_factor=2),
+ loss_dice=dict(type='DiceLoss', loss_weight=8.0),
+ num_classes=498),
+ dict(
+ type='DynamicMaskHead',
+ dynamic_conv_cfg=dict(
+ type='DynamicConv',
+ in_channels=256,
+ feat_channels=64,
+ out_channels=256,
+ input_feat_shape=14,
+ with_proj=False,
+ act_cfg=dict(type='ReLU', inplace=True),
+ norm_cfg=dict(type='LN')),
+ dropout=0.0,
+ num_convs=4,
+ roi_feat_size=14,
+ in_channels=256,
+ conv_kernel_size=3,
+ conv_out_channels=256,
+ class_agnostic=False,
+ norm_cfg=dict(type='BN'),
+ upsample_cfg=dict(type='deconv', scale_factor=2),
+ loss_dice=dict(type='DiceLoss', loss_weight=8.0),
+ num_classes=498),
+ dict(
+ type='DynamicMaskHead',
+ dynamic_conv_cfg=dict(
+ type='DynamicConv',
+ in_channels=256,
+ feat_channels=64,
+ out_channels=256,
+ input_feat_shape=14,
+ with_proj=False,
+ act_cfg=dict(type='ReLU', inplace=True),
+ norm_cfg=dict(type='LN')),
+ dropout=0.0,
+ num_convs=4,
+ roi_feat_size=14,
+ in_channels=256,
+ conv_kernel_size=3,
+ conv_out_channels=256,
+ class_agnostic=False,
+ norm_cfg=dict(type='BN'),
+ upsample_cfg=dict(type='deconv', scale_factor=2),
+ loss_dice=dict(type='DiceLoss', loss_weight=8.0),
+ num_classes=498),
+ dict(
+ type='DynamicMaskHead',
+ dynamic_conv_cfg=dict(
+ type='DynamicConv',
+ in_channels=256,
+ feat_channels=64,
+ out_channels=256,
+ input_feat_shape=14,
+ with_proj=False,
+ act_cfg=dict(type='ReLU', inplace=True),
+ norm_cfg=dict(type='LN')),
+ dropout=0.0,
+ num_convs=4,
+ roi_feat_size=14,
+ in_channels=256,
+ conv_kernel_size=3,
+ conv_out_channels=256,
+ class_agnostic=False,
+ norm_cfg=dict(type='BN'),
+ upsample_cfg=dict(type='deconv', scale_factor=2),
+ loss_dice=dict(type='DiceLoss', loss_weight=8.0),
+ num_classes=498),
+ dict(
+ type='DynamicMaskHead',
+ dynamic_conv_cfg=dict(
+ type='DynamicConv',
+ in_channels=256,
+ feat_channels=64,
+ out_channels=256,
+ input_feat_shape=14,
+ with_proj=False,
+ act_cfg=dict(type='ReLU', inplace=True),
+ norm_cfg=dict(type='LN')),
+ dropout=0.0,
+ num_convs=4,
+ roi_feat_size=14,
+ in_channels=256,
+ conv_kernel_size=3,
+ conv_out_channels=256,
+ class_agnostic=False,
+ norm_cfg=dict(type='BN'),
+ upsample_cfg=dict(type='deconv', scale_factor=2),
+ loss_dice=dict(type='DiceLoss', loss_weight=8.0),
+ num_classes=498),
+ dict(
+ type='DynamicMaskHead',
+ dynamic_conv_cfg=dict(
+ type='DynamicConv',
+ in_channels=256,
+ feat_channels=64,
+ out_channels=256,
+ input_feat_shape=14,
+ with_proj=False,
+ act_cfg=dict(type='ReLU', inplace=True),
+ norm_cfg=dict(type='LN')),
+ dropout=0.0,
+ num_convs=4,
+ roi_feat_size=14,
+ in_channels=256,
+ conv_kernel_size=3,
+ conv_out_channels=256,
+ class_agnostic=False,
+ norm_cfg=dict(type='BN'),
+ upsample_cfg=dict(type='deconv', scale_factor=2),
+ loss_dice=dict(type='DiceLoss', loss_weight=8.0),
+ num_classes=498)
+ ]),
+ train_cfg=dict(
+ rpn=None,
+ rcnn=[
+ dict(
+ assigner=dict(
+ type='HungarianAssigner',
+ cls_cost=dict(type='FocalLossCost', weight=2.0),
+ reg_cost=dict(type='BBoxL1Cost', weight=5.0),
+ iou_cost=dict(type='IoUCost', iou_mode='giou',
+ weight=2.0)),
+ sampler=dict(type='PseudoSampler'),
+ pos_weight=1,
+ mask_size=28,
+ debug=False),
+ dict(
+ assigner=dict(
+ type='HungarianAssigner',
+ cls_cost=dict(type='FocalLossCost', weight=2.0),
+ reg_cost=dict(type='BBoxL1Cost', weight=5.0),
+ iou_cost=dict(type='IoUCost', iou_mode='giou',
+ weight=2.0)),
+ sampler=dict(type='PseudoSampler'),
+ pos_weight=1,
+ mask_size=28,
+ debug=False),
+ dict(
+ assigner=dict(
+ type='HungarianAssigner',
+ cls_cost=dict(type='FocalLossCost', weight=2.0),
+ reg_cost=dict(type='BBoxL1Cost', weight=5.0),
+ iou_cost=dict(type='IoUCost', iou_mode='giou',
+ weight=2.0)),
+ sampler=dict(type='PseudoSampler'),
+ pos_weight=1,
+ mask_size=28,
+ debug=False),
+ dict(
+ assigner=dict(
+ type='HungarianAssigner',
+ cls_cost=dict(type='FocalLossCost', weight=2.0),
+ reg_cost=dict(type='BBoxL1Cost', weight=5.0),
+ iou_cost=dict(type='IoUCost', iou_mode='giou',
+ weight=2.0)),
+ sampler=dict(type='PseudoSampler'),
+ pos_weight=1,
+ mask_size=28,
+ debug=False),
+ dict(
+ assigner=dict(
+ type='HungarianAssigner',
+ cls_cost=dict(type='FocalLossCost', weight=2.0),
+ reg_cost=dict(type='BBoxL1Cost', weight=5.0),
+ iou_cost=dict(type='IoUCost', iou_mode='giou',
+ weight=2.0)),
+ sampler=dict(type='PseudoSampler'),
+ pos_weight=1,
+ mask_size=28,
+ debug=False),
+ dict(
+ assigner=dict(
+ type='HungarianAssigner',
+ cls_cost=dict(type='FocalLossCost', weight=2.0),
+ reg_cost=dict(type='BBoxL1Cost', weight=5.0),
+ iou_cost=dict(type='IoUCost', iou_mode='giou',
+ weight=2.0)),
+ sampler=dict(type='PseudoSampler'),
+ pos_weight=1,
+ mask_size=28,
+ debug=False)
+ ]),
+ test_cfg=dict(rpn=None, rcnn=dict(max_per_img=300, mask_thr_binary=0.5, nms=dict(type='nms', iou_threshold=0.7))))
+total_epochs = 40
+min_values = (480, 512, 544, 576, 608, 640, 672, 704, 736, 768, 800)
+fp16 = None
+seed = 666
+gpu_ids = [2]
+classes = (
+ 'bread-wholemeal', 'jam', 'water', 'bread-sourdough', 'banana',
+ 'soft-cheese', 'ham-raw', 'hard-cheese', 'cottage-cheese',
+ 'bread-half-white', 'coffee-with-caffeine', 'fruit-salad', 'pancakes',
+ 'tea', 'salmon-smoked', 'avocado', 'spring-onion-scallion',
+ 'ristretto-with-caffeine', 'ham', 'egg', 'bacon-frying',
+ 'chips-french-fries', 'juice-apple', 'chicken', 'tomato-raw', 'broccoli',
+ 'shrimp-boiled', 'beetroot-steamed-without-addition-of-salt', 'carrot-raw',
+ 'chickpeas', 'french-salad-dressing', 'pasta-hornli', 'sauce-cream',
+ 'meat-balls', 'pasta', 'tomato-sauce', 'cheese', 'pear', 'cashew-nut',
+ 'almonds', 'lentils', 'mixed-vegetables', 'peanut-butter', 'apple',
+ 'blueberries', 'cucumber', 'cocoa-powder',
+ 'greek-yaourt-yahourt-yogourt-ou-yoghourt', 'maple-syrup-concentrate',
+ 'buckwheat-grain-peeled', 'butter', 'herbal-tea', 'mayonnaise',
+ 'soup-vegetable', 'wine-red', 'wine-white',
+ 'green-bean-steamed-without-addition-of-salt', 'sausage',
+ 'pizza-margherita-baked', 'salami', 'mushroom',
+ 'bread-meat-substitute-lettuce-sauce', 'tart', 'tea-verveine', 'rice',
+ 'white-coffee-with-caffeine', 'linseeds', 'sunflower-seeds', 'ham-cooked',
+ 'bell-pepper-red-raw', 'zucchini', 'green-asparagus', 'tartar-sauce',
+ 'lye-pretzel-soft', 'cucumber-pickled', 'curry-vegetarian',
+ 'yaourt-yahourt-yogourt-ou-yoghourt-natural', 'soup-of-lentils-dahl-dhal',
+ 'soup-cream-of-vegetables', 'balsamic-vinegar', 'salmon',
+ 'salt-cake-vegetables-filled', 'bacon', 'orange', 'pasta-noodles', 'cream',
+ 'cake-chocolate', 'pasta-spaghetti', 'black-olives', 'parmesan',
+ 'spaetzle', 'salad-lambs-ear', 'salad-leaf-salad-green',
+ 'potatoes-steamed', 'white-cabbage', 'halloumi', 'beetroot-raw',
+ 'bread-grain', 'applesauce-unsweetened-canned', 'cheese-for-raclette',
+ 'mushrooms', 'bread-white', 'curds-natural-with-at-most-10-fidm',
+ 'bagel-without-filling', 'quiche-with-cheese-baked-with-puff-pastry',
+ 'soup-potato', 'bouillon-vegetable', 'beef-sirloin-steak',
+ 'taboule-prepared-with-couscous', 'eggplant', 'bread',
+ 'turnover-with-meat-small-meat-pie-empanadas', 'mungbean-sprouts',
+ 'mozzarella', 'pasta-penne', 'lasagne-vegetable-prepared', 'mandarine',
+ 'kiwi', 'french-beans', 'tartar-meat', 'spring-roll-fried', 'pork-chop',
+ 'caprese-salad-tomato-mozzarella', 'leaf-spinach',
+ 'roll-of-half-white-or-white-flour-with-large-void',
+ 'pasta-ravioli-stuffing', 'omelette-plain', 'tuna', 'dark-chocolate',
+ 'sauce-savoury', 'dried-raisins', 'ice-tea', 'kaki', 'macaroon',
+ 'smoothie', 'crepe-plain', 'chicken-nuggets', 'chili-con-carne-prepared',
+ 'veggie-burger', 'cream-spinach', 'cod', 'chinese-cabbage',
+ 'hamburger-bread-meat-ketchup', 'soup-pumpkin', 'sushi', 'chestnuts',
+ 'coffee-decaffeinated', 'sauce-soya', 'balsamic-salad-dressing',
+ 'pasta-twist', 'bolognaise-sauce', 'leek', 'fajita-bread-only',
+ 'potato-gnocchi', 'beef-cut-into-stripes-only-meat',
+ 'rice-noodles-vermicelli', 'tea-ginger', 'tea-green', 'bread-whole-wheat',
+ 'onion', 'garlic', 'hummus', 'pizza-with-vegetables-baked', 'beer',
+ 'glucose-drink-50g', 'chicken-wing', 'ratatouille', 'peanut',
+ 'high-protein-pasta-made-of-lentils-peas', 'cauliflower',
+ 'quiche-with-spinach-baked-with-cake-dough', 'green-olives', 'brazil-nut',
+ 'eggplant-caviar', 'bread-pita', 'pasta-wholemeal', 'sauce-pesto', 'oil',
+ 'couscous', 'sauce-roast', 'prosecco', 'crackers', 'bread-toast',
+ 'shrimp-prawn-small', 'panna-cotta', 'romanesco', 'water-with-lemon-juice',
+ 'espresso-with-caffeine', 'egg-scrambled-prepared', 'juice-orange',
+ 'ice-cubes', 'braided-white-loaf', 'emmental-cheese',
+ 'croissant-wholegrain',
+ 'hazelnut-chocolate-spread-nutella-ovomaltine-caotina', 'tomme',
+ 'water-mineral', 'hazelnut', 'bacon-raw', 'bread-nut', 'black-forest-tart',
+ 'soup-miso', 'peach', 'figs', 'beef-filet', 'mustard-dijon',
+ 'rice-basmati', 'mashed-potatoes-prepared-with-full-fat-milk-with-butter',
+ 'dumplings', 'pumpkin', 'swiss-chard', 'red-cabbage', 'spinach-raw',
+ 'naan-indien-bread', 'chicken-curry-cream-coconut-milk-curry-spices-paste',
+ 'crunch-muesli', 'biscuits', 'bread-french-white-flour', 'meatloaf',
+ 'fresh-cheese', 'honey', 'vegetable-mix-peas-and-carrots', 'parsley',
+ 'brownie', 'dairy-ice-cream', 'tea-black', 'carrot-cake',
+ 'fish-fingers-breaded', 'salad-dressing', 'dried-meat', 'chicken-breast',
+ 'mixed-salad-chopped-without-sauce', 'feta', 'praline', 'tea-peppermint',
+ 'walnut', 'potato-salad-with-mayonnaise-yogurt-dressing',
+ 'kebab-in-pita-bread', 'kolhrabi', 'alfa-sprouts', 'brussel-sprouts',
+ 'bacon-cooking', 'gruyere', 'bulgur', 'grapes', 'pork-escalope',
+ 'chocolate-egg-small', 'cappuccino',
+ 'zucchini-stewed-without-addition-of-fat-without-addition-of-salt',
+ 'crisp-bread-wasa', 'bread-black', 'perch-fillets-lake', 'rosti', 'mango',
+ 'sandwich-ham-cheese-and-butter', 'muesli',
+ 'spinach-steamed-without-addition-of-salt', 'fish',
+ 'risotto-without-cheese-cooked', 'milk-chocolate-with-hazelnuts',
+ 'cake-oblong', 'crisps', 'pork', 'pomegranate', 'sweet-corn-canned',
+ 'flakes-oat', 'greek-salad', 'cantonese-fried-rice', 'sesame-seeds',
+ 'bouillon', 'baked-potato', 'fennel', 'meat', 'bread-olive', 'croutons',
+ 'philadelphia',
+ 'mushroom-average-stewed-without-addition-of-fat-without-addition-of-salt',
+ 'bell-pepper-red-stewed-without-addition-of-fat-without-addition-of-salt',
+ 'white-chocolate', 'mixed-nuts', 'breadcrumbs-unspiced', 'fondue',
+ 'sauce-mushroom', 'tea-spice', 'strawberries', 'tea-rooibos',
+ 'pie-plum-baked-with-cake-dough', 'potatoes-au-gratin-dauphinois-prepared',
+ 'capers', 'vegetables', 'bread-wholemeal-toast', 'red-radish',
+ 'fruit-tart', 'beans-kidney', 'sauerkraut', 'mustard', 'country-fries',
+ 'ketchup', 'pasta-linguini-parpadelle-tagliatelle',
+ 'chicken-cut-into-stripes-only-meat', 'cookies', 'sun-dried-tomatoe',
+ 'bread-ticino', 'semi-hard-cheese', 'margarine',
+ 'porridge-prepared-with-partially-skimmed-milk', 'soya-drink-soy-milk',
+ 'juice-multifruit', 'popcorn-salted', 'chocolate-filled', 'milk-chocolate',
+ 'bread-fruit', 'mix-of-dried-fruits-and-nuts', 'corn', 'tete-de-moine',
+ 'dates', 'pistachio', 'celery', 'white-radish', 'oat-milk', 'cream-cheese',
+ 'bread-rye', 'witloof-chicory', 'apple-crumble', 'goat-cheese-soft',
+ 'grapefruit-pomelo', 'risotto-with-mushrooms-cooked', 'blue-mould-cheese',
+ 'biscuit-with-butter', 'guacamole', 'pecan-nut', 'tofu',
+ 'cordon-bleu-from-pork-schnitzel-fried', 'paprika-chips', 'quinoa',
+ 'kefir-drink', 'm-m-s', 'salad-rocket', 'bread-spelt',
+ 'pizza-with-ham-with-mushrooms-baked', 'fruit-coulis', 'plums',
+ 'beef-minced-only-meat', 'pizza-with-ham-baked', 'pineapple',
+ 'soup-tomato', 'cheddar', 'tea-fruit', 'rice-jasmin', 'seeds', 'focaccia',
+ 'milk', 'coleslaw-chopped-without-sauce', 'pastry-flaky', 'curd',
+ 'savoury-puff-pastry-stick', 'sweet-potato', 'chicken-leg', 'croissant',
+ 'sour-cream', 'ham-turkey', 'processed-cheese', 'fruit-compotes',
+ 'cheesecake', 'pasta-tortelloni-stuffing', 'sauce-cocktail',
+ 'croissant-with-chocolate-filling', 'pumpkin-seeds', 'artichoke',
+ 'champagne', 'grissini', 'sweets-candies', 'brie',
+ 'wienerli-swiss-sausage', 'syrup-diluted-ready-to-drink', 'apple-pie',
+ 'white-bread-with-butter-eggs-and-milk', 'savoury-puff-pastry',
+ 'anchovies', 'tuna-in-oil-drained', 'lemon-pie', 'meat-terrine-pate',
+ 'coriander', 'falafel-balls', 'berries', 'latte-macchiato-with-caffeine',
+ 'faux-mage-cashew-vegan-chers', 'beans-white', 'sugar-melon',
+ 'mixed-seeds', 'hamburger', 'hamburger-bun', 'oil-vinegar-salad-dressing',
+ 'soya-yaourt-yahourt-yogourt-ou-yoghourt',
+ 'chocolate-milk-chocolate-drink', 'celeriac', 'chocolate-mousse',
+ 'cenovis-yeast-spread', 'thickened-cream-35', 'meringue', 'lamb-chop',
+ 'shrimp-prawn-large', 'beef', 'lemon', 'croque-monsieur', 'chives',
+ 'chocolate-cookies', 'birchermuesli-prepared-no-sugar-added',
+ 'fish-crunchies-battered', 'muffin',
+ 'savoy-cabbage-steamed-without-addition-of-salt', 'pine-nuts', 'chorizo',
+ 'chia-grains', 'frying-sausage', 'french-pizza-from-alsace-baked',
+ 'chocolate', 'cooked-sausage', 'grits-polenta-maize-flour',
+ 'gummi-bears-fruit-jellies-jelly-babies-with-fruit-essence', 'wine-rose',
+ 'coca-cola', 'raspberries', 'roll-with-pieces-of-chocolate',
+ 'goat-average-raw', 'lemon-cake', 'coconut-milk', 'rice-wild',
+ 'gluten-free-bread', 'pearl-onions', 'buckwheat-pancake', 'bread-5-grain',
+ 'light-beer', 'sugar-glazing', 'tzatziki', 'butter-herb', 'ham-croissant',
+ 'corn-crisps', 'lentils-green-du-puy-du-berry', 'cocktail',
+ 'rice-whole-grain', 'veal-sausage', 'cervelat', 'sorbet',
+ 'aperitif-with-alcohol-aperol-spritz', 'dips', 'corn-flakes', 'peas',
+ 'tiramisu', 'apricots', 'cake-marble', 'lamb', 'lasagne-meat-prepared',
+ 'coca-cola-zero', 'cake-salted',
+ 'dough-puff-pastry-shortcrust-bread-pizza-dough', 'rice-waffels', 'sekt',
+ 'brioche', 'vegetable-au-gratin-baked', 'mango-dried',
+ 'processed-meat-charcuterie', 'mousse', 'sauce-sweet-sour', 'basil',
+ 'butter-spread-puree-almond', 'pie-apricot-baked-with-cake-dough',
+ 'rusk-wholemeal', 'beef-roast',
+ 'vanille-cream-cooked-custard-creme-dessert', 'pasta-in-conch-form',
+ 'nuts', 'sauce-carbonara', 'fig-dried', 'pasta-in-butterfly-form-farfalle',
+ 'minced-meat', 'carrot-steamed-without-addition-of-salt', 'ebly',
+ 'damson-plum', 'shoots', 'bouquet-garni', 'coconut', 'banana-cake',
+ 'waffle', 'apricot-dried', 'sauce-curry', 'watermelon-fresh',
+ 'sauce-sweet-salted-asian', 'pork-roast', 'blackberry',
+ 'smoked-cooked-sausage-of-pork-and-beef-meat-sausag', 'bean-seeds',
+ 'italian-salad-dressing', 'white-asparagus',
+ 'pie-rhubarb-baked-with-cake-dough',
+ 'tomato-stewed-without-addition-of-fat-without-addition-of-salt',
+ 'cherries', 'nectarine')
+work_dir = './training_files/queryinst_40_2_2e-05_step_AdamW_2_'
diff --git a/data/results/predictions.json b/data/results/predictions.json
index 210641a..1fc48b5 100644
--- a/data/results/predictions.json
+++ b/data/results/predictions.json
@@ -1 +1 @@
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\ No newline at end of file
diff --git a/evaluator/__pycache__/food_challenge.cpython-38.pyc b/evaluator/__pycache__/food_challenge.cpython-38.pyc
index 1707ae5241368a11cc28a945b85b4333ab764efd..e182a1c931ac03b7cab5891d239d79263b97a708 100644
GIT binary patch
delta 248
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BIhOzc
delta 248
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BIobdK
--
GitLab