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Image Classification

Image classification is a fundamental task in computer vision, aiming to understand and categorize entire images by assigning them specific labels. This task typically targets images of single objects and achieves high-precision classification through technologies such as deep learning, with broad application value including content recognition and scene understanding. When classification reaches the instance level, it becomes associated with image retrieval, which also involves finding similar images in large databases.

Leaderboard

100 models total

Benchmarks

ImageNet
CoCa (finetuned)
CIFAR-10
DINOv2 (ViT-g/14, frozen model, linear eval)
CIFAR-100
STL-10
µ2Net+ (ViT-L/16)
ObjectNet
MNIST
SVHN
iNaturalist 2018
MAE (ViT-H, 448)
ImageNet ReaL
VOLO-D5
Clothing1M
Flowers-102
mini WebVision 1.0
VTAB-1k
Fashion-MNIST
ImageNet V2
Model soups (ViT-G/14)
Kuzushiji-MNIST
Stanford Cars
Tiny ImageNet Classification
iNaturalist 2019
MAE (ViT-H, 448)
OmniBenchmark
EMNIST-Balanced
DF20
DF20 - Mini
RESISC45
iNaturalist
MAE (ViT-H, 448)
ColonINST-v1 (Seen)
ColonINST-v1 (Unseen)
WebVision-1000
Places205
MAE (ViT-H, 448)
EuroSAT
µ2Net+ (ViT-L/16)
DTD
EMNIST-Letters
Clothing1M (using clean data)
EMNIST-Digits
smallNORB
Tiered ImageNet 5-way (5-shot)
CINIC-10
Colored-MNIST(with spurious correlation)
Food-101
GasHisSDB
Oxford-IIIT Pets
iWildCam2020-WILDS
Places365
Oxford-IIIT Pet Dataset
PlantVillage
Red MiniImageNet 20% label noise
Red MiniImageNet 40% label noise
Red MiniImageNet 80% label noise
Caltech-256
AG-Net
CIFAR-10 (with noisy labels)
CUB
Food-101N
JFT-300M
Red MiniImageNet 60% label noise
Tiny-ImageNet
Visual Wake Words
imagenet-1k
ObjectNet (Bounding Box)
Oracle-MNIST
Places365-Standard
EarlyNSD
EuroSAT-SAR
FlickrLogos-32
ISIC2018
Kvasir
SIPaKMeD
cifar100
Id Pattern Dataset
Claude 3 Opus
ImageNet-100
Malaria Dataset
MAMe
EfficientNet-B3
N-Caltech 101
BreakHis
WaveMix
Causal3DIdent
CelebA 64x64
CFLOW
Certificate Verification
CIFAR-10 (40 Labels, ImageNet-100 Unlabeled)
CIFAR-10, 40% Symmetric Noise
CIFAR-10, 60% Symmetric Noise
CIFAR-10 Image Classification
CIFAR-100, 40% Symmetric Noise
CUB-200-2011
Fracture/Normal Shoulder Bone X-ray Images on MURA
HErlev
ImageNet-10
ImageNet-Hard
Imagenette
ISIC 2018
Large Labelled Logo Dataset (L3D)
ModelNet40
N-MNIST
STS-ResNet
WebVision
CLEVR/Count
SEER (RegNet10B)
CLEVR/Dist
SEER (RegNet10B)
Galaxy10 DECals
WaveMix
Imbalanced CUB-200-2011
Intel Image Classification
LIMUC
MLE-bench
ObjectNet (ImageNet classes)
split CIFAR-100
OFSCIL
SST-2
ADE20K
AmsterTime
Chaoyang
CIFAR-100, 60% Symmetric Noise
CIFAR-100 (alpha=0, 20 clients per round)
cifar-10,4000
cifar10
CIFAR10-DVS
EMNIST-Byclass
EMNIST-Bymerge
ESC-50
FGVC Aircraft
FGVC-Aircraft
Flower102
Flowers (Tensorflow)
FMD (materials)
GTSRB
iCassava'19
ImageNet-100 (Class-IL, 5T)
ImageNet-32
ImageNet-64
ImageNet-9
ImageNet-P
iNat2021-mini
ISBNet
KMNIST
KTH-TIPS2
LabelMe
MNIST-rot-12
MNIST-rot-12k (DA)
MultiMNIST
N-Caltech101
NCT-CRC-HE-100K
No Background RGB Arabic Alphabets Sign Language Dataset
Noisy MNIST (AWGN)
Noisy MNIST (Contrast)
Noisy MNIST (Motion)
PASCAL VOC 2007
Pets SAM
PlantDoc
PRImA
QMNIST
RGB Arabic Alphabet Sign Language (AASL) dataset
SARS-COV-2
Split CIFAR-10
Split Fashion M-NIST
Split M-NIST
Sports10
SUN397
Surrey ASL
Training and validation dataset of capsule vision 2024 challenge.
$2\kappa^*$
ArtDL
Resnet50
CARS196
cats_vs_dogs
µ2Net+ (ViT-L/16)
COCO
COCO val2017
CUB-200
Deep PCB
DVS-Gesture
DVS128 Gesture
SNN
FEMNIST
ILSVRC2012 val
ImageIDC
ImageNet-LT
ImageNet-Sketch
µ2Net+ (ViT-L/16)
KITTI-Dist
SEER (RegNet10B)
LS
mnist-1
RIVAL-10
So2Sat LCZ42
Resnet50
stanford-cars
Stanford Online Products
VizWiz-Classification
VOLO-D5