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Papers Benchmarks Datasets Tasks

SD dataset and benchmarks – Page 5 · SOTA2 Research

Research Datasets

SD

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Data Provenance

SD 2.1

100N_M / G_M

4

Data Provenance

SD 1.4

99.9N_M/G_M

4

Member vs Generated Inference (MGI)

SD 2.1

100TPR@1%FPR (NM/G)

4

Member vs Generated Inference (MGI)

SD 1.4

99.9TPR@1%FPR (NM/G)

4

Image Attribution

SD 1.4

99.9NM/GM

4

Sample Attribution

SD model derivative setting 1.4

99.9NM/GM Ratio

4

Text-to-Image Generation

SD Large Turbo 3.5

81.6Precision

4

Face Forgery Detection

SDv15 (test)

88.47AUC

4

NSFW image classification

SD T2I ID v1.5

86.05Accuracy

4

Backdoor Attack

SD TAA 3

77ASR

4

Backdoor Attack

SD TOA 3

100ASR

4

Per-step latency

SD Large Turbo 3.5

593Latency (ms)

4

Deepfake Detection

SD (test)

99.25Accuracy

4

SD3.5-Medium synthetic data

84.6OCR Accuracy

4

Personalized Text-to-Image Generation

SD base 2.1

0.565Image Fidelity

4

Personalized Text-to-Image Generation

SD 1.5

0.418Image Fidelity Score

4

Deepfake Detection

SD DiffusionFace v15

81.1Frame-level AUC

4

Time Series Forecasting

SD Average

16.9MAE

4

Minority-oriented image generation

SD 1.5

31.757CLIPScore

3

Prompt Localization

SD

96.8RL Score

3

Time Series Forecasting

SD

1.299MSE

3

Text-to-Image Synthesis

SD M 3.5 (test)

1.71Reward

3

Text-to-Image Generation

SD large 3.5 8B (test)

1.254Image Reward

3

Text-to-Image Backdoor Attack

SD TSA 1.5

98.08ASR (%)

3

Text-to-Image Backdoor Attack

SD TPA 1.5

98ASR (%)

3

Page 5 of 6

Popular tasks

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

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