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Papers Benchmarks Datasets Tasks

ImageNet dataset and benchmarks – Page 35 · SOTA2 Research

Research Datasets

ImageNet

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Adversarial Attack

ImageNet Augmix

99.3Targeted Success Rate

24

Adversarial Attack

ImageNet 1,000 image subset (val)

74.4ASR (AT)

24

Adversarial Image Quality Assessment

ImageNet (test)

27.82PSNR

24

Adversarial Attack

ImageNet

100ASR (RN50)

24

Multi-label Classification

ImageNet ML v2

88.2Top-1 Accuracy

24

Faithfulness Evaluation

ImageNet (val)

81.03ADCC

24

5-way few-shot classification

miniImageNet 5-way (meta-test)

76.5Accuracy

24

Image Classification

ImageNet-1K (val)

84.3Top-1 Accuracy

24

ImageNet 256x256 (val)

0.092LPIPS

24

Image Classification

Tiny-ImageNet homogeneous (test)

53.69Test Accuracy

24

Image Classification

ImageNet-S

79.74Top-1 Accuracy

24

Image Generation

ImageNet 2009 (val)

1.45FID

24

Class-Incremental Learning

Tiny-ImageNet (test)

47.79Accuracy

24

Conditional Image Generation

ImageNet 256x256 (train/val)

0.27Tok. rFID

24

Domain Adaptation

ImageNet Domain Adaptation

45.8Accuracy (ImageNet-Sketch)

24

Gaussian Deblurring

ImageNet 256 x 256 (val)

0.266LPIPS

24

Zero-shot Image Classification

ImageNet (val)

80.1Accuracy

24

Hierarchical Relationship Prediction

ImageNet Instruments Novel Datasets

78.84Avg F1 Score

24

Hierarchical Relationship Prediction

ImageNet Instruments

90.58Avg F1 Score

24

Adversarial Attack

ImageNet1k 1000 images subset

96.5Model Accuracy (Inception v3)

24

Adversarial Attack

ImageNet 1k 1000 images

100Robust Accuracy (Inc-v3)

24

Adversarial Attack

ImageNet ILSVRC2012 (val)

100Robust Accuracy (Inception v3)

24

Domain Conversion Retrieval

ImageNet-R

27.54Recall@10

24

Image Classification

Tiny-ImageNet Clean

68.25Accuracy

24

Hyperparameter Optimization

ImageNet PD1 (val)

21.7Validation Error

24

Page 35 of 155

Popular tasks

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