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Papers Benchmarks Datasets Tasks

ImageNet dataset and benchmarks – Page 65 · SOTA2 Research

Research Datasets

ImageNet

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Image Classification

ImageNet (val)

128Contrastive Ratio (CR)

13

Image Classification

ImageNet H

73.93Top-1 Accuracy

13

Image Classification

Tiny-ImageNet

42.26Accuracy (500R)

13

Image Generation

ImageNet 256x256

9.87FID (CFG=1.0)

13

Machine Unlearning

Tiny-ImageNet 200 classes (train test)

99.92Acctr (Residual)

13

Conditional Image Generation

ImageNet 1K 256x256 CFG=4.0 (val)

478.35Inception Score (IS)

13

Image Classification

ImageNet-1K (val)

82.9Top-1 Accuracy

13

Image Classification

ImageNet-C

26.36Gaussian Blur Error Rate

13

Backdoor Attack

ImageNet 10-S

2CAD

13

Black-box DNN Watermarking

Tiny ImageNet

54.08CDA

13

Image Classification

ImageNet (val)

83.5Top-1 Accuracy

13

Image Classification

ImageNet

78.98Base Score

13

Image Classification

ImageNet single-crop (val)

71.76Top-1 Accuracy

13

Image Classification

ImageNet-1K (val)

64.2Accuracy (1-shot)

13

Unconditional Image Generation

ImageNet (train val)

8.72FID

13

Image Classification

ImageNet 1k (pretraining)

81.19Top-1 Accuracy

13

Image Classification

ImageNet-Sketch original (val)

59.61Top-1 Acc

13

Image Classification

ImageNet-V2 reproduction (val)

70.37Top-1 Acc

13

Generalized Novel Class Discovery

Tiny-ImageNet (test)

68.8Seen Accuracy

13

Backdoor Defense

Tiny-ImageNet BadNet (test)

73.88Clean Accuracy

13

Image Classification

ImageNet (val)

19.4Top-1 Error

13

Image Classification

ImageNet-1K 1.0 (val)

80.5Zero-Shot Accuracy

13

Class-conditional Image Generation

ImageNet 512

2.35FID

13

Image Classification

ImageNet 1K (val)

78.66kNN Accuracy

13

Federated Learning

Tiny-ImageNet (test)

31.47Accuracy (500R)

13

Page 65 of 155

Popular tasks

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