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- BASE_DIR: /home/korsch_data/
- DATA_DIR: datasets
- MODEL_DIR: models
- ############ Existing models
- ### weights are used for fine-tuning
- MODELS:
- cvmodelz.InceptionV3: &inception
- folder: inception
- weights:
- inat: model.inat.ckpt.npz
- imagenet: model.imagenet.ckpt.npz
- cvmodelz.ResNet50: &resnet50
- folder: resnet
- weights:
- imagenet: model.npz
- cvmodelz.VGG19: &vgg19
- folder: vgg19
- weights:
- imagenet: model.npz
- ############ Existing Datasets
- DATASETS:
- IMAGENET: &inet
- folder: ImageNet
- annotations: "BJOERN"
- annotation_type: FOLDER
- train_images: ILSVRC2012_img_train
- val_images: ILSVRC2012_img_val
- n_classes: 1000
- IMAGENET_TOP_INAT20: &inet_top_inat20
- <<: *inet
- annotations: "TOP_INAT20"
- n_classes: 44
- CUB200: &cub200
- folder: birds/cub200
- annotations: "ORIGINAL"
- annotation_type: FILE_LIST
- n_classes: 200
- CUB10: &cub10
- <<: *cub200
- annotations: "cub10"
- n_classes: 10
- CUB200_2FOLD: &cub200_2fold
- <<: *cub200
- folder: birds/cub200_2fold
- CUB200_GOOGLE: &cub200_google
- <<: *cub200
- folder: birds/cub200_google_images
- CUB200_GOOGLE_SEM: &cub200_google_sem
- <<: *cub200
- folder: birds/cub200_google_images
- annotations: "sem_selected"
- NAB: &nabirds
- folder: birds/nabirds
- annotations: "ORIGINAL"
- annotation_type: FILE_LIST
- n_classes: 555
- BIRDSNAP: &birdsnap
- folder: birds/birdsnap
- annotations: "RESIZED"
- annotation_type: FILE_LIST
- n_classes: 500
- CARS: &cars
- folder: cars
- annotations: "ORIGINAL"
- annotation_type: FILE_LIST
- n_classes: 196
- DOGS: &dogs
- folder: dogs
- annotations: "ORIGINAL"
- annotation_type: FILE_LIST
- n_classes: 120
- FLOWERS: &flowers
- folder: flowers
- annotations: "flowers102"
- annotation_type: FILE_LIST
- n_classes: 102
- HERBA19: &herba19
- folder: herbarium
- annotations: "2019"
- annotation_type: FOLDER
- train_images: small-train
- val_images: small-validation
- test_images: small-test
- n_classes: 683
- INAT20: &inat20
- folder: inat
- annotations: "2020/PLAIN"
- annotation_type: JSON
- n_classes: 200
- INAT20_IN_CLASS: &inat20_in_class
- <<: *inat20
- annotations: "2020/IN_CLASS"
- INAT20_NOISY_IN_CLASS: &inat20_noisy_in_class
- <<: *inat20
- annotations: "2020/NOISY_IN_CLASS"
- INAT20_OUT_CLASS: &inat20_out_class
- <<: *inat20
- annotations: "2020/OUT_CLASS"
- INAT20_NOISY_OUT_CLASS: &inat20_noisy_out_class
- <<: *inat20
- annotations: "2020/NOISY_OUT_CLASS"
- INAT20_U_OUT_CLASS: &inat20_u_out_class
- <<: *inat20
- annotations: "2020/U_OUT_CLASS"
- INAT20_TEST: &inat20_test
- <<: *inat20
- annotations: "2020/TEST"
- INAT19: &inat19
- folder: inat
- annotations: "2019"
- annotation_type: JSON
- n_classes: 1010
- INAT19_MINI: &inat19_mini
- <<: *inat19
- annotations: "2019_small"
- feature_suffix: .mini
- INAT19_TEST: &inat19_test
- <<: *inat19
- annotations: "2019_test"
- feature_suffix: .test
- INAT18: &inat18
- folder: inat
- annotations: "2018"
- annotation_type: JSON
- n_classes: 8142
- HED: &hed
- folder: medical/HED
- annotations: "patches224x224"
- annotation_type: FILE_LIST
- n_classes: 2
- TIGERS: &tigers
- folder: tigers
- annotations: "reid/train"
- annotation_type: FILE_LIST
- n_classes: 107
- TIGERS_TEST: &tigers_test
- <<: *tigers
- annotations: "reid/test"
- ############ Existing Part Annotations and Part Features
- ### feature file name composition:
- # ${BASE_DIR}/${DATA_DIR}/${DATASETS:folder}/${PART_TYPES:annotations}/features
- PART_TYPES:
- GLOBAL: &parts_global
- feature_suffix: ""
- UNI: &parts_uni
- is_uniform: true
- feature_suffix: _26parts_uniform
- rescale_size: !!int -1
- scales:
- - 0.2
- GT: &parts_gt
- feature_suffix: _16parts_gt
- rescale_size: !!int -1
- scales:
- - 0.31
- GT2: &parts_gt2
- # TODO: should be changed, since GT2 parts can also be present for other datasets
- annotations: cub200_11_regrouped
- feature_suffix: _5parts_gt
- rescale_size: !!int -1
- scales:
- - 0.31
- NAC: &parts_nac
- annotations: NAC/2017-bilinear
- feature_suffix: _20parts
- rescale_size: !!int 224
- scales:
- - 0.31
- - 0.45
- L1_pred: &parts_l1p
- annotations: L1_pred
- feature_suffix: _5parts_L1_pred
- rescale_size: !!int 427
- scales: [-1]
- L1_full: &parts_l1f
- annotations: L1_full
- feature_suffix: _5parts_L1_full
- rescale_size: !!int 427
- scales: [-1]
- NTS: &parts_nts
- annotations: NTS
- feature_suffix: _7parts_nts
- rescale_size: !!int 448
- scales: [-1]
- NTS2: &parts_nts2
- annotations: NTS2
- feature_suffix: _5parts_nts
- rescale_size: !!int 448
- scales: [-1]
- PARTS:
- # all <DATASET>_<PART_TYPES> combinations are created implicitely.
- # if you want some changes in the configs, then crete here an entry
- # and update the config values
- ####################################
- # CUB200-2011
- ####################################
- CUB200_L1_pred:
- <<: *cub200
- <<: *parts_l1p
- annotations: cub200_11_L1_pred_old
- rescale_size: !!int 299
- CUB200_L1_full:
- <<: *cub200
- <<: *parts_l1f
- annotations: cub200_11_L1_full_old
- rescale_size: !!int 299
- CUB200_L1_pred_15:
- <<: *cub200
- <<: *parts_l1p
- annotations: L1_pred_15
- feature_suffix: _15parts_L1_pred
- CUB200_L1_full_15:
- <<: *cub200
- <<: *parts_l1f
- annotations: L1_full_15
- feature_suffix: _15parts_L1_full
- CUB200_L1_pred_2:
- <<: *cub200
- <<: *parts_l1p
- annotations: L1_pred_2
- feature_suffix: _2parts_L1_pred
- CUB200_L1_full_2:
- <<: *cub200
- <<: *parts_l1f
- annotations: L1_full_2
- feature_suffix: _2parts_L1_full
- ####################################
- # iNaturalist 2019
- ####################################
- INAT19_MINI_L1_pred:
- <<: *inat19_mini
- <<: *parts_l1p
- annotations: 2019_small_L1_pred
- feature_suffix: _5parts_L1_pred.mini
- INAT19_MINI_L1_full:
- <<: *inat19_mini
- <<: *parts_l1f
- annotations: 2019_small_L1_full
- feature_suffix: _5parts_L1_full.mini
- INAT19_TEST_L1_pred:
- <<: *inat19_test
- <<: *parts_l1p
- annotations: 2019_test_L1_pred
- feature_suffix: _5parts_L1_pred.test
- INAT19_TEST_L1_full:
- <<: *inat19_test
- <<: *parts_l1f
- annotations: 2019_test_L1_full
- feature_suffix: _5parts_L1_full.test
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