ImageNet

Introduced by Jia Deng et al. in ImageNet: A large-scale hierarchical image database

The ImageNet dataset contains 14,197,122 annotated images according to the WordNet hierarchy. Since 2010 the dataset is used in the ImageNet Large Scale Visual Recognition Challenge (ILSVRC), a benchmark in image classification and object detection. The publicly released dataset contains a set of manually annotated training images. A set of test images is also released, with the manual annotations withheld. ILSVRC annotations fall into one of two categories: (1) image-level annotation of a binary label for the presence or absence of an object class in the image, e.g., “there are cars in this image” but “there are no tigers,” and (2) object-level annotation of a tight bounding box and class label around an object instance in the image, e.g., “there is a screwdriver centered at position (20,25) with width of 50 pixels and height of 30 pixels”. The ImageNet project does not own the copyright of the images, therefore only thumbnails and URLs of images are provided.

Task	Dataset Variant	Best Model
Image Classification	ImageNet	BASIC-L
Neural Architecture Search	ImageNet	DeepMAD-50M
Self-Supervised Image Classification	ImageNet	DINOv2
Semi-Supervised Image Classification	ImageNet - 10% labeled data	REACT
Long-tail Learning	ImageNet-LT	µ2Net+
Image Classification	ImageNet ReaL	Baseline
Semi-Supervised Image Classification	ImageNet - 1% labeled data	REACT
Neural Architecture Search	NAS-Bench-201, ImageNet-16-120	CR-LSO
Image Generation	ImageNet 64x64	RIN
Knowledge Distillation	ImageNet	KD++
Image Classification	ImageNet V2	Model soups
Domain Generalization	ImageNet-R	Model soups
Out-of-Distribution Detection	ImageNet-1k vs Textures	ViM
Quantization	ImageNet	FQ-ViT
Domain Generalization	ImageNet-A	Model soups
Image Generation	ImageNet 32x32	StyleGAN-XL
Out-of-Distribution Detection	ImageNet-1k vs iNaturalist	NNGuide
Out-of-Distribution Detection	ImageNet-1k vs Places	NNGuide
Conditional Image Generation	ImageNet 128x128	EluCD_DDPM
Out-of-Distribution Detection	ImageNet-1k vs SUN	NNGuide
Zero-Shot Transfer Image Classification	ImageNet	BASIC
Image Generation	ImageNet 128x128	VDM++
Image Clustering	Imagenet-dog-15	MAE-CT
Data Augmentation	ImageNet	DeiT-B
Image Generation	ImageNet 512x512	MAGVIT-v2
Image Clustering	ImageNet-10	SPICE
Out-of-Distribution Detection	ImageNet-1k vs Curated OODs (avg.)	NNGuide
Contrastive Learning	imagenet-1k	ResNet50
Network Pruning	ImageNet	ResNet50-2.3 GFLOPs
Incremental Learning	ImageNet100 - 10 steps	kNN-CLIP
Model Compression	ImageNet	ADLIK-MO-ResNet50+W4A4
Zero-Shot Transfer Image Classification	ImageNet V2	BASIC
Classification with Binary Neural Network	ImageNet	AdaBin
Zero-Shot Transfer Image Classification	ImageNet-A	CoCa
Zero-Shot Transfer Image Classification	ImageNet-R	BASIC
Incremental Learning	ImageNet - 10 steps	kNN-CLIP
Sparse Learning	ImageNet	Resnet-50: 80% Sparse
Unsupervised Domain Adaptation	ImageNet-R	Model soups
Unsupervised Image Classification	ImageNet	HUME
Network Pruning	ImageNet - ResNet 50 - 90% sparsity	Feather
Image Clustering	ImageNet	TEMI MSN
JPEG Decompression	ImageNet	Palette
Continual Learning	ImageNet (Fine-grained 6 Tasks)	ProgressiveNet
Binarization	ImageNet	PokeBNN-1.0x
Few-Shot Image Classification	ImageNet - 0-Shot	DebiasPL
Incremental Learning	ImageNet-100 - 50 classes + 10 steps of 5 classes	RMM
Incremental Learning	ImageNet-100 - 50 classes + 5 steps of 10 classes	FOSTER
Image Inpainting	ImageNet	WavePaint
Prompt Engineering	ImageNet-A	POMP
Prompt Engineering	ImageNet-R	POMP
Adversarial Defense	ImageNet (non-targeted PGD, max perturbation=4)	SAT-EfficientNet-L1
Prompt Engineering	ImageNet V2	PromptSRC
Weakly-Supervised Object Localization	ImageNet	Stable diffusion
Image Super-Resolution	ImageNet	DDNM
Continual Learning	ImageNet-50 (5 tasks)	RMN
Out-of-Distribution Detection	ImageNet-1k vs OpenImage-O	NNGuide
Image Clustering	ImageNet-100	TEMI CLIP ViT-L
Partial Domain Adaptation	ImageNet-Caltech	AR
Weakly Supervised Object Detection	ImageNet	PCL-OB-G-Ens + FRCNN
Weakly-Supervised Object Localization	ILSVRC 2016	SPG
Adversarial Defense	ImageNet	ResNet101
Incremental Learning	ImageNet - 500 classes + 5 steps of 100 classes	RMM
Stochastic Optimization	ImageNet ResNet-50 - 90 Epochs	AvaGrad
Incremental Learning	ImageNet - 500 classes + 10 steps of 50 classes	RMM
Unconditional Image Generation	ImageNet 128x128	IC-GAN + DA
Conditional Image Generation	ImageNet 64x64	EDM-monotonic
Adversarial Robustness	ImageNet	ResNet-50
Adversarial Robustness	ImageNet-A	DeiT-S
Image Classification with Differential Privacy	ImageNet	NFResnet-50
Image Colorization	ImageNet	DDRM
Open-World Semi-Supervised Learning	ImageNet-100	ORCA
Incremental Learning	ImageNet-100 - 50 classes + 25 steps of 2 classes	RMM
Prompt Engineering	ImageNet	PromptSRC
Small Data Image Classification	ImageNet 50 samples per class	Harmonic Networks
Image Deblurring	ImageNet	DDNM
Adversarial Defense	ImageNet (targeted PGD, max perturbation=16)	ResNet-152 Denoise
Image Compressed Sensing	ImageNet	DDNM
Video Matting	ImageNet	Lin et al. 2021
Image Classification	ImageNet-100	SparseSwin with L2
Unconditional Image Generation	ImageNet 64x64	IC-GAN + DA
Stochastic Optimization	ImageNet ResNet-50 - 60 Epochs	Lookahead
Robust classification	ImageNet	ResNet-18 w/ Robust Loss, Adv. Training, and HHReLU
Stochastic Optimization	ImageNet ResNet-50 - 50 Epochs	Lookahead
Incremental Learning	ImageNet-100 - 50 classes + 50 steps of 1 class	PODNet
Weakly-Supervised Object Localization	ILSVRC 2015	SPG
Color Image Denoising	ImageNet	SwinIA
Biologically-plausible Training	ImageNet	ResNet-18, Sign-symmetry
Data Free Quantization	ImageNet	ResNet-18
Linear-Probe Classification	ImageNet	ViT-22B
Conditional Image Generation	ImageNet-LT	StyleGAN2 + NoisyTwins
CW Attack Detection	ImageNet	multiLID + improved layer setting + RF
Object Detection	ImageNet	MobileViTv3-1.0
Non-exemplar-based Class Incremental Learning	ImageNet	NAPA-VQ
Zero-Shot Object Detection	ImageNet Detection	Ours
Parameter Prediction	ImageNet	GHN-2
Generalized Zero-Shot Learning	ImageNet	ZSL-KG
Weakly-Supervised Object Localization	ImageNet-100 - 50 classes + 5 steps of 10 classes	FDCNet
Zero-Shot Learning	ImageNet	ZSL-KG
Image Generation	ImageNet - 10% labeled data	LeCAM + DA
Image Compression	ImageNet	Lossyless Compressor
Zero-Shot Transfer Image Classification	ImageNet ReaL	LiT-tuning
Unsupervised Domain Adaptation	ImageNet-A	EfficientNet-L2 NoisyStudent + RPL
Density Estimation	ImageNet 64x64	RNODE
Classification with Binary Weight Network	ImageNet	MPT-1/32
Image Classification	ImageNet-10	ResNet-50 + UDA+AutoDropout
Classification	ImageNet	RC-MAE-ViT-L
Few-Shot Image Classification	ImageNet	ViT-e
Neural Network Compression	ImageNet	ImageNet
Image Recognition	ImageNet	LIO/ResNet-50
Density Estimation	ImageNet	means
Few-Shot Learning	ImageNet	Variational Prompt Tuning
Classification Consistency	ImageNet	ResNet50
Variational Inference	ImageNet	F-SWA

ImageNet

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