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Papers Benchmarks Datasets Tasks

SD dataset and benchmarks – Page 3 · SOTA2 Research

Research Datasets

SD

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Flexible Job Shop Scheduling Problem (FJSP)

SD1 In-distribution

5.57Gap (%)

11

Text-to-Image Generation

SD 3-medium (2B) (evaluation)

0.317CLIP Score

11

KL Divergence Evaluation

SD 3.5

1.16KL Divergence (x10^-3)

10

Model Ownership Verification

SD 1.4 (test)

25.23FID

10

AI-Generated Image Detection

SD3

96Accuracy

10

SD 2.1

1.669ImageReward

10

Text-to-Image Generation

SD 3.5

58Win Rate (%)

10

Prompt Refinement

SD 1.4 (In-distribution)

0.346ImageReward (Anime)

10

Text-to-Image Generation

SD v3.5-M (Held-out prompts)

1.627ImageReward

9

Text-to-Image Generation

SD In-domain prompts v3.5-M (train)

23.745PickScore

9

Memorization detection

SD First 3 Steps 1.4

99.94AUC

9

SD-R2

0.004Epsilon (Smallest)

9

SD-R1

0.004Min Epsilon

9

Concept Erasure

SD Church v2.1

100ASR 1

9

Concept Erasure

SD Van Gogh v2.1

40ASR1

9

Concept Erasure

SD Nudity v2.1

96.48ASR 1

9

Fake image detection

SD v3.0

96.01AA

9

Fake image detection

SD v2.1

95.69AA

9

Fake image detection

SD v1.4

98.8AA

9

Text-to-Image Generation

SD 1.5

31.14FID

9

Sample Attribution

SD 2.1

100NM/GM Score

8

Prompt Injection Detection

SD

100Detection Rate (TPR/FPR)

8

Watermark Robustness against Imprint Removal Attack

SD generated images 2.1

1Detection Rate (50 steps)

8

Diffusion Model Fine-tuning

SD 1.5

1.9GPU Hours

8

Backdoor Attack

SD TPA 3

100ASR

8

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Popular tasks

Text-to-Image Generation Image Watermark Evaluation AI-generated image detection Fake Image Detection Watermark Extraction

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