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tasklist.yml
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tasklist.yml
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---
# Caltech-101
vtab/caltech101:
name: Caltech-101
size: 6085
main_metric: mean_per_class_recall
time: 29
num_classes: 102
random_score: 0.009804
tags:
- vtab_natural
# CIFAR-10
cifar10:
name: CIFAR-10
size: 10000
time: 18
num_classes: 10
random_score: 0.100000
tags: []
# CIFAR-100
vtab/cifar100:
name: CIFAR-100
size: 10000
time: 18
num_classes: 100
random_score: 0.010000
tags:
- vtab_natural
# CLEVR Counts
vtab/clevr_count_all:
name: CLEVR Counts
size: 15000
time: 64
num_classes: 8
random_score: 0.125061
tags:
- vtab_structured
# CLEVR Distance
vtab/clevr_closest_object_distance:
name: CLEVR Distance
size: 15000
time: 64
num_classes: 6
random_score: 0.190520
tags:
- vtab_structured
# Country211
country211:
name: Country211
size: 21100
time: 66
num_classes: 211
random_score: 0.004739
tags: []
# Describable Textures
vtab/dtd:
name: Describable Textures
size: 1880
time: 17
num_classes: 47
random_score: 0.021277
tags:
- vtab_natural
# EuroSAT
vtab/eurosat:
name: EuroSAT
size: 5400
time: 12
num_classes: 10
random_score: 0.101483
tags:
- vtab_specialized
# FGVC Aircraft
fgvc_aircraft:
name: FGVC Aircraft
size: 3333
main_metric: mean_per_class_recall
time: 40
num_classes: 100
random_score: 0.010000
tags: []
# Food-101
food101:
name: Food-101
size: 25250
time: 101
num_classes: 101
random_score: 0.009901
tags: []
# GTSRB
gtsrb:
name: GTSRB
size: 12630
time: 20
num_classes: 43
random_score: 0.037604
tags: []
# ImageNet 1k
imagenet1k:
name: ImageNet 1k
size: 50000
time: 136
num_classes: 1000
random_score: 0.001000
# ImageNet Sketch
imagenet_sketch:
name: ImageNet Sketch
size: 50889
time: 249
num_classes: 1000
random_score: 0.001000
tags: []
# ImageNet v2
imagenetv2:
name: ImageNet v2
size: 10000
time: 50
num_classes: 1000
random_score: 0.001000
tags: []
# ImageNet-A
imagenet-a:
name: ImageNet-A
size: 7500
time: 47
num_classes: 200
random_score: 0.008056
tags: []
# ImageNet-O
imagenet-o:
name: ImageNet-O
size: 2000
time: 19
num_classes: 200
random_score: 0.006047
tags: []
# ImageNet-R
imagenet-r:
name: ImageNet-R
size: 30000
time: 148
num_classes: 200
random_score: 0.006163
tags: []
# KITTI Vehicle Distance
vtab/kitti_closest_vehicle_distance:
name: KITTI Vehicle Distance
size: 711
time: 16
num_classes: 4
random_score: 0.295289
tags:
- vtab_structured
# MNIST
mnist:
name: MNIST
size: 10000
time: 20
num_classes: 10
random_score: 0.100350
tags: []
# ObjectNet
objectnet:
name: ObjectNet
size: 18574
time: 317
num_classes: 113
random_score: 0.009481
tags: []
# Oxford Flowers-102
vtab/flowers:
name: Oxford Flowers-102
size: 6149
main_metric: mean_per_class_recall
time: 51
num_classes: 102
random_score: 0.009804
tags:
- vtab_natural
# Oxford-IIIT Pet
vtab/pets:
name: Oxford-IIIT Pet
size: 3669
main_metric: mean_per_class_recall
time: 34
num_classes: 37
random_score: 0.027027
tags:
- vtab_natural
# Pascal VOC 2007
voc2007:
name: Pascal VOC 2007
size: 14976
time: 41
num_classes: 20
random_score: 0.154038
tags: []
# PatchCamelyon
vtab/pcam:
name: PatchCamelyon
size: 32768
time: 38
num_classes: 2
random_score: 0.500000
tags:
- vtab_specialized
# Rendered SST2
renderedsst2:
name: Rendered SST2
size: 1821
time: 10
num_classes: 2
random_score: 0.500001
tags: []
# RESISC45
vtab/resisc45:
name: RESISC45
size: 6300
time: 28
num_classes: 45
random_score: 0.022342
tags:
- vtab_specialized
# Stanford Cars
cars:
name: Stanford Cars
size: 8041
time: 59
num_classes: 196
random_score: 0.005160
tags: []
# STL-10
stl10:
name: STL-10
size: 8000
time: 20
num_classes: 10
random_score: 0.100000
tags: []
# SUN397
sun397:
name: SUN397
size: 108754
time: 923
num_classes: 397
random_score: 0.004645
tags:
- vtab_natural
# SVHN
vtab/svhn:
name: SVHN
size: 26032
time: 39
num_classes: 10
random_score: 0.117897
tags:
- vtab_natural
# Retrieval datasets
# Flickr30k
retrieval/flickr_1k_test_image_text_retrieval:
name: Flickr
size: 1000
main_metric: mean_recall@1
time: 20
tags:
- retrieval
# MSCOCO
retrieval/mscoco_2014_5k_test_image_text_retrieval:
name: MSCOCO
size: 5000
main_metric: mean_recall@1
time: 23
tags:
- retrieval
# WinoGAViL
misc/winogavil:
name: WinoGAViL
size: 3563
main_metric: jaccard_score_10-12
time: 1096
random_score: 0.205000
tags:
- retrieval
# WILDS datasets
# iWildCam
wilds/iwildcam:
name: iWildCam
size: 42791
main_metric: F1-macro_all
time: 251
num_classes: 182
random_score: 0.143056
tags:
- wilds
# Camelyon17
wilds/camelyon17:
name: Camelyon17
size: 85054
time: 212
num_classes: 2
random_score: 0.500000
tags:
- wilds
# FMoW
wilds/fmow:
name: FMoW
size: 22108
main_metric: acc_worst_region
time: 88
num_classes: 62
random_score: 0.027193
tags:
- wilds
# Fairness datasets
# Dollar Street
fairness/dollar_street:
name: Dollar Street
size: 3503
main_metric: acc_top5_wg
time: 404
num_classes: 58
tags:
- fairness
# GeoDE
fairness/geode:
name: GeoDE
size: 12488
main_metric: acc_wg
time: 354
num_classes: 40
tags:
- fairness
# FairFace
fairness/fairface:
name: FairFace
size: 10954
time: 16
tags:
- fairness
# UTKFace
fairness/utkface:
name: UTKFace
size: 23703
time: 32
tags:
- fairness
...