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التعلم شبه الخاضع للإشراف (SSL)
تعلم تمثيلات مفيدة من البيانات غير الموسومة عبر مهام مسبقة، مما يتيح أداءً قوياً عند ضبط النموذج بدقة للمهام اللاحقة.
لوحة الصدارة
100 نماذج بالمجموع
مقاييس الأداء
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
UCF-101
ImageNet-10
DCCM
ARC-e
Hella-Swag
OBQA
Stanford-Cars
FineGAN
Flowers
MNIST-full
SPC
USPS
SPC
ARC-c
Kinetics-400
Something-Something (V2)
Tiny-ImageNet
PRO-DSC
CUB-200
Fashion-MNIST
N2D (UMAP)
GUE
iNaturalist 2018
SIQA
BoolQ
HMDB-51
Pets
SUN-397
AID
Aircraft
Flowers-102
MNIST-test
DynAE
Places-365
WinoG
Cars
coil-100
JULE-RC
IN-1k
Cervical Cytologic WSI dataset
Extended Yale-B
DMSC
RE-SISC45
SS-V2
CSQA
FGV-CAircraft
Food
ImageNet-A
ImageNet-R
adult
ALOI
ARC
Common-senseQA
Cora
HAR
N2D (UMAP)
Helena
Higgs
ImageNet-V2
iNat-18
Jannis
Open-BookQA
Biome
COIL-20
JULE-RC
Country
CREMA-D
Hybrid BYOL-S/CvT
EcoRegions
FNAC 2019
HellaS
ImageNet-Real
NIH-NLM-Thin Blood Smears Pf
SciQ
3DIEBench
ARO
COCO
CUB
Diving-48
Domain-Net
DSEC
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
BDGP
CMU-PIE
CUB-Birds
FineGAN
DHA
ECG
EMG
Epilepsy
Euro SAT
FC-100
FD-B
Gesture
GQA
GTSRB
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
Prokaryotic
Pubmed
ScienceQA
Stanford-Dogs
FineGAN
UMist
J-DSSC (Scattered)
Wiki-CS
Wino Grande
YouTube Faces DB
JULE-RC
YoutubeVideo
C.B.
Census
CIFAR-5m
coil-40
A-DSSC (Scattered)
COPA
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
HotpotQA
IkeaFA
ImageNet 100K
IMDB-B
iNat 21
ISIC-2017
JUMP-Ret
KITTI
KITTI-Masks
InfoNCE (Laplace, Box)
LetterA-J
DDC-DA
MDQA
MiniSSV2
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
UAV-H
ULB-MLG
Vision&Touch
1 Mpx
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
Cal101
Cars-196
CBMC
Celeb-A
Chapman
Cholec 80
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
GSM-8K
GTEA
Hateful-Memes
HHAR
HM
ImageNet-C
ImageWoof
infinite dSprites
ISIC
K700
LongBench-v2
M2CAI16
MATEBIT
Med QA
MedM-CQA
MedVL-CT69K
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
NGs
Ninapro DB4 [30]
NMV
Noisy-MNIST
COMPLETER
Oxford 102 Flower
Oxford-IIIT Pets
PAMAP2
PathVQA
Permuted CIFAR-10
Pets-37
Photo
PKU-MMD II
PMC
PubMedQA
Rad-ChestCT
Rendered-SST2
TURTLE (CLIP + DINOv2)
scGEM
ShapeNet-55
Shapes3D
SLAKE
SLEEP
SNARE-seq
So2Sat20k
Sports10
SS T
Toyota Smarthome
Twitter
UCI measles
UCM
ULB-MLG [32]
USC
VOC
VOC 2007
VQA-RAD
WebKB
WHU-RS19
XNLI
Zeisel