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Learning useful representations from unlabeled data through pretext tasks, enabling strong performance when fine-tuned on downstream tasks.
Leaderboard
100 models total
Benchmarks
ImageNet-1K
TAC
CIFAR-100
HUME
CIFAR-10
SCAN
ImageNet
SCAN
STL-10
RUC
ImageNet-100
CorInfomax (ResNet50)
CIFAR10
Food-101
Tiny-ImageNet
DTD
TURTLE (CLIP + DINOv2)
PIQA
MNIST
IIC
CALTECH-101
Imagenet-dog-15
MAE-CT (best)
MMLU
ImageNet-10
DCCM
ARC-e
Hella-Swag
OBQA
Flowers
MNIST-full
SPC
USPS
SPC
ARC-c
Stanford-Cars
FineGAN
Something-Something (V2)
Tiny-ImageNet
PRO-DSC
UCF-101
Fashion-MNIST
N2D (UMAP)
GUE
iNaturalist 2018
Kinetics-400
SIQA
BoolQ
Pets
SUN-397
CUB-200
Flowers-102
Places-365
WinoG
AID
Aircraft
coil-100
JULE-RC
IN-1k
MNIST-test
DynAE
Cars
Cervical Cytologic WSI dataset
Extended Yale-B
DMSC
SS-V2
CSQA
Food
ImageNet-A
ImageNet-R
RE-SISC45
adult
ALOI
ARC
Common-senseQA
HAR
N2D (UMAP)
Helena
Higgs
HMDB-51
ImageNet-V2
iNat-18
Jannis
Open-BookQA
Biome
COIL-20
JULE-RC
Country
CREMA-D
Hybrid BYOL-S/CvT
EcoRegions
FGV-CAircraft
FNAC 2019
HellaS
ImageNet-Real
NIH-NLM-Thin Blood Smears Pf
SciQ
3DIEBench
ARO
COCO
CUB
Domain-Net
ESC-50
FSD50k
ImageNet-1%
ImageNet-50
IMDB
Indoor-Outdoor
LibriCount
LVIS-IN
MedAbs
ModelNet-40
NSynth Pitch 5h
NUS-WIDE
Oxford-IIIT Pet
OxfordIIIPets
ScanObjectNN
Sleep-EDF
Standford Cars
Sugar-Crepe
TrackVerse
TREC
UC Merced
UrbanSound8K
VALSE
VIVAE
VL-Checklist
VOC07-Animal
Vocal Imitation
What's-up
Yelp
Youtube
ADE20k
CMU-PIE
CUB-Birds
FineGAN
ECG
EMG
Epilepsy
Euro SAT
FC-100
FD-B
Gesture
GQA
ImageNet-1M
ImageNet-200
TEMI CLIP ViT-L (openai)
ImageNet-Sketch
Kinetics-700
MIT-67
Nature Multi-View (NMV)
NTU-120
NTU-60
NWPU-RESISC45
ObjectNet
Oxford Flowers
Plant Disease
POPE
PPG
Pubmed
ScienceQA
Stanford-Dogs
FineGAN
UMist
J-DSSC (Scattered)
Wiki-CS
Wino Grande
YouTube Faces DB
JULE-RC
C.B.
Census
CIFAR-5m
coil-40
A-DSSC (Scattered)
COPA
Cora
CPSC 2018
CUB-2011
Dogs
FRGC
DEPICT
ImageNet-9
ImageNet-S
iNaturalist-2019
K700-2020
LLaVA-Bench-in-the-wild
M-Vet
MM-Bench
MMBench-Chinese
Mushroom
NTU RGB+D 60
Ogbn-Arxiv
Oxford-pets
ReCoRD
RTE
ScienceQA-IMG
SEED-Bench
Split CIFAR-5m
SST-2
SVHN
TextVQA
UR-FUNNY
VisWiz
VQA-v2
VTAB-6
WIC
WSC
Allen Brain Observatory Visual Coding dataset
Alpaca-GPT4
Amazon-Photo
BBH
Birdsnap
BU-3DFE
Citeseer
CO3D
Coauthor-Physics
COLLAB
Country-211
COVIDx
CRASS
CSN
CUB-200-2011
DD
Dolly-15k
Drop
EMG-EPN
EMNIST-Balanced
AE+SNNL
FER2013
GL3
GTSRB
HotpotQA
ImageNet 100K
IMDB-B
iNat 21
JUMP-Ret
KITTI
KITTI-Masks
InfoNCE (Laplace, Box)
LetterA-J
DDC-DA
MDQA
MUTAG
NCI1
Ninapro DB4
NQ
NTU RGB+D 120
O_3
PAS-CAL VOC 2012
PCAM
pendigits
N2D (UMAP)
Places-30
Products
Proteins
PTB-XL Super
PTBXL-Form
PTBXL-Rhythm
PTBXL-Sub
Race-h
RDT-B
RDT-M5K
RT4K
RULER
SO_3
SQuAD
synthetic
Toro-Ossaba
Trifeature
Trivia QA
ULB-MLG
Vision&Touch
2AFC body positions dataset
3DIdent
3DIEBench-T
Aishell-1
Amazon
ARL Polarimetric Thermal Face Dataset
Arxiv
Autolaparo
Background Decomp.
BBCSport
Bosphorus
Breakfast
Cal101
Cars-196
CBMC
Celeb-A
Chapman
Cholec 80
CIFAR-20
CIFAR-MNIST
Circle Data
CLASSIC
CLEVR
CLEVR Counts
Computers
ERP
EYES
Flickr
FMoW
Foveated CIFAR-10
GB-es
GB-s2s
GPQA-med
GSM-8K
GTEA
Hateful-Memes
HHAR
HM
ImageNet-C
ImageWoof
infinite dSprites
K700
LongBench-v2
M2CAI16
Med QA
MedM-CQA
MedX-M
MEMORY
MIMIC
MIT-States
MM MU
MMLU-Pro-med
MOD
MOSI
Motor
MPI3D
MSR-VTT
MSVD
MUSTARD
MVImgNet-F
MVImgNet-S
MVImgNet-T
Natural Sprites
SlowVAE
NMV
Noisy-MNIST
COMPLETER
Oxford 102 Flower
Oxford-IIIT Pets
PAMAP2
PathVQA
Permuted CIFAR-10
Pets-37
Photo
PKU-MMD II
PMC
PubMedQA
Rendered-SST2
TURTLE (CLIP + DINOv2)
scGEM
Shapes3D
SLAKE
SLEEP
SNARE-seq
So2Sat20k
Sports10
SS T
Toyota Smarthome
Twitter
UCI measles
UCM
USC
VOC 2007
VQA-RAD
WHU-RS19
XNLI
Zeisel