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Semi-überwachtes Lernen (SSL)
Lernen nützlicher Repräsentationen aus unbeschrifteten Daten durch Prätext-Aufgaben, was starke Leistung beim Fine-Tuning auf Downstream-Aufgaben ermöglicht.
Leaderboard
Insgesamt 100 Modelle
Benchmarks
ImageNet-1K
CIFAR-10
CIFAR-100
ImageNet
STL-10
ImageNet-100
CIFAR100
CIFAR10
DTD
PIQA
Food101
MNIST
Imagenet-dog-15
MAE-CT (best)
MMLU
imagenet-10
DCCM
ARC-E
Caltech101
HellaSwag
OBQA
Flowers
MNIST-full
SPC
usps
SPC
ARC-C
Tiny-ImageNet
Tiny-ImageNet
PRO-DSC
UCF101
fashion-mnist
N2D (UMAP)
GUE
Kinetics-400
SIQA
BoolQ
Food-101
Pets
Stanford Cars
SUN397
Tiny ImageNet
AID
Aircraft
MNIST-test
DynAE
Places365
WinoG
Cars
coil-100
JULE-RC
IN-1K
iNaturalist2018
Cervical Cytologic WSI dataset
CUB-200
Extended Yale-B
DMSC
Flowers102
Something-Something V2
SSV2
CSQA
FGVC-Aircraft
Food
HMDB51
ImageNet-A
ImageNet-R
Adult
ALOI
ARC
CommonSenseQA
Cora
HAR
Helena
Higgs
ImageNet-v2
ImageNet100
iNat18
Jannis
OpenBookQA
Biome
coil-20
JULE-RC
Country
CREMA-D
EcoRegions
FNAC 2019
HellaS
NIH-NLM-Thin Blood Smears Pf
RESISC-45
SciQ
3DIEBench
ARO
COCO
CUB
Diving48
DomainNet
dsec
ESC-50
FSD50k
ImageNet-1%
ImageNet-50
IMDB
Indoor-Outdoor
LibriCount
LVIS-IN
MedAbs
ModelNet40
NSynth Pitch 5h
NUS-WIDE
OxfordIIIPets
OxfordIIITPet
ScanObjectNN
Something-Something v.2
StandfordCars
stanford-cars
FineGAN
STL10
Sugar-Crepe
TrackVerse
TREC
UCF-101
UrbanSound8K
VALSE
VIVAE
VL-Checklist
VOC07-Animal
Vocal Imitation
What's-up
Yelp
YouTube
ADE20K
BDGP
Caltech-101
CMU-PIE
cub-birds
FineGAN
CUB200
DHA
ECG
EMG
Epilepsy
EuroSAT
FC100
FDB
Gesture
GQA
GTSRB
HMDB-51
ImageNet-1M
imagenet-200
TEMI CLIP ViT-L (openai)
ImageNet-Sketch
Kinetics-700
MIT67
Nature Multi-View (NMV)
NWPU-RESISC45
ObjectNet
Oxford Flowers
Plant Disease
POPE
PPG
Prokaryotic
PubMed
ScienceQA
SleepEDF
stanford-dogs
FineGAN
UC Merced
UMist
J-DSSC (Scattered)
WikiCS
Winogrande
YouTube Faces DB
JULE-RC
YoutubeVideo
CB
Census
CIFAR-5m
coil-40
A-DSSC (Scattered)
COPA
CPSC2018
CUB2011
Dogs
frgc
DEPICT
ImageNet Real
ImageNet-9
ImageNet-Real
ImageNet-S
iNaturalist 2018
iNaturalist 2019
K700-2020
LLaVA-Bench (In-the-Wild)
M-Vet
MMBench
MMBench-Chinese
Mushroom
NTU RGB+D 60
NTU120
NTU60
ogbn-arxiv
ReCoRD
RESISC45
RTE
ScienceQA-IMG
SEED-Bench
Split CIFAR-5m
SST-2
SVHN
TextVQA
TinyImageNet
UR-FUNNY
VisWiZ
VQAv2
VTAB-6
WIC
WSC
Allen Brain Observatory Visual Coding dataset
Alpaca-GPT4
Amazon-Photo
BBH
Birdsnap
CiteSeer
CO3D
Coauthor-Physics
COLLAB
Country211
COVIDx
CRASS
CSN
CUB-200-2011
DD
Dolly-15k
DROP
EMG-EPN
EMNIST-Balanced
AE+SNNL
FER2013
Flowers-102
GL_3
HotpotQA
IkeaFA
IMDB-B
iNat 21
ISIC2017
JUMP-Ret
Kinetics400
KITTI
KITTI-Masks
InfoNCE (Laplace, Box)
LetterA-J
DDC-DA
MDQA
MiniSSV2
MUTAG
NCI1
Ninapro DB4
NQ
NTU RGB+D 120
O_3
OxfordPets
PascalVOC 2012
PCAM
pendigits
N2D (UMAP)
Places30
Products
PROTEINS
PTBXL-Form
PTBXL-Rhythm
PTBXL-Sub
PTBXL-Super
RACE-h
RDT-B
RDT-M5K
RT4K
RULER
SO_3
SQuAD
synthetic
Toro-Ossaba
Trifeature
TriviaQA
UAV-H
ULB-MLG
Vision&Touch
1Mpx
2AFC body positions dataset
3DIdent
3DIEBench-T
Aishell-1
AMAZON
ARL Polarimetric Thermal Face Dataset
Arxiv
AutoLaparo
Background Decomp.
BBCSPORT
BEN-S2 (TR=10%/100%)
Bosphorus
Breakfast
BU-3DFE
BU3DFE
Cal101
cars196
CBMC
CelebA
Chapman
Cholec80
cifar-20
CIFAR-MNIST
Circle Data
CLASSIC
CLEVR
CLEVR Counts
Computers
CT-RATE
DDSM
DToro-Ossaba [35]
EMG-EPN [3]
ERP
EYES
Flickr
FMoW
fMoW-S2 (TR=100%)
Foveated CIFAR-10
GB-es
GB-s2s
Glaucoma
GLD
GPQA-med
GSM8K
GTEA
hateful-memes
HHAR
HM
ImageNet 100K
ImageNet-C
ImageNet100K
Imagewoof
infinite dSprites
ISIC
K700
LongBench-v2
M2CAI16
MATEBIT
MedMCQA
MedQA
MedVL-CT69K
MedX-M
MEMORY
MIMIC
MIT States
MMLU-Pro-med
MMMU
MOD
MOSI
MOTOR
MPI3D
MSRVTT
MSVD
MUSTARD
MVImgNet-F
MVImgNet-S
MVImgNet-T
Natural Sprites
SlowVAE
NGs
Ninapro DB4 [30]
NMV
noisy-mnist
COMPLETER
NTU-120
NTU-60
Oxford 102 Flower
Oxford Pets
Oxford-IIIT Pets
PAMAP2
PathVQA
Permuted CIFAR-10
Pets-37
Photo
PKU-MMD II
PMC
PubMedQA
RAD-ChestCT
rendered-sst2
TURTLE (CLIP + DINOv2)
scGEM
ShapeNet55
Shapes3D
SLAKE
SLEEP
Sleep-EDF
SNAREseq
So2Sat20k
Sports10
SST
Toyota Smarthome
TWITTER
UCI measles
UCM
UCMerced
ULB-MLG [32]
USC
VOC
VOC2007
VQA-Rad
WebKB
WHU-RS19
XNLI
Zeisel