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Augmentation des données

Expansion artificielle des ensembles d'entraînement par transformation afin d'améliorer la généralisation et la robustesse du modèle.

Classement

100 modèles au total

Benchmarks

ImageNet-1k
CIFAR10
CIFAR100
CIFAR-10
CIFAR-100
Imagenette
Tiny-ImageNet
ImageNet
UCF101
ImageNet-100
InfoVQA
OK-VQA
CIFAR100-C
DVS-CIFAR10
Flowers
Food-101
ImageNet-A
Cars
CUB
ImageNet-V2
ScienceQA
ARC-Challenge
GSM8K
ImageNet-3DCC
ImageNet-C
ImageWoof
TruthfulQA
Birdsnap
CIFAR10-C
CommonsenseQA
CUB-200-2011
Flowers-102
HaluEval
ImageNet-R
Oxford-IIIT Pets
StrategyQA
TinyImageNet
CUB200
FGVC-Aircrafts
GA1457
DiffAug
ImageNet-Sketch
ImageNet10
iNat-18
iNat-19
iNaturalist
N-Caltech101
Oxford Flowers
Pets
Caltech
CEVAL
CoLA
FGVC Aircraft
ImageNet-LT
LongBench
MNLI
NovelSpecies
RCT
Stanford Cars
Stanford Dogs
SUN
Tiny ImageNet
Tiny-Imagenet 200
TinyImageNet-C
UCF101-DVS
ARC Easy
BeaverTails
COPA
HellaSwag
IC13
IC15
ImageNet-O
iWildCam
KNOT
Lambada
LogiQA
MMLU
MultiRC
NLVR^2
OpenBookQA
PiQA
PubMedQA
RACE
RGB
SciQ
SciQA
ShopSign
Social IQA
Squad2.0-Eval
UCI Epileptic Seizure Recognition
corGAN
VQA
Waterbirds
WildGuard
WinoGrande
2D Linear Model
AID
ANLI
BabyAI
Blood
Breast
Caltech 101
ChemProt
Chest
Chinese inertial writing dataset
Citeseer
Cora
CSQA
CUB-LT
Derma
DomainNet
DTD
F-MNIST
Flower-LT
Food-S
HeadQA (Japanese)
IgakuQA (Russian)
ImageNet-100-Subset
ImageNet-1k-Subset
ImageNet-21K
ImageNet-Hard
InfActPrimitive
InfantAction
MedMCQA (French)
MedQA (Chinese)
MedQA (English)
Meta QA
MNIST
MPQA
MRPC
Nonlinear Model
NTU RGB+D 120
OCT
Oxford-pets
Path
Places365-Standard
Pneumonia
Pubmed
QuALITY
Retina
RTE
RuMedDaNet (Spanish)
SST-2
SUBJ
Symptoms
Tissue
TydiQA
Waterbird
Yelp