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Stable Diffusion

Benchmarks

Task NameDataset NameSOTA ResultTrend
Text-to-image generationStable Diffusion v1.4
RMSE Loss0.0503
280
Text-to-image generationStable Diffusion 1.4
CLIP Cosine Similarity0.9893
140
Text-to-Image GenerationStable Diffusion 10k samples v1.4
CLIP Similarity99.41
119
Text-to-image generationStable Diffusion 10k samples v1.4 (test)
RMSE Loss0.0356
44
Memorization DetectionStable Diffusion v1.4
AUC0.9995
28
Text-to-Image GenerationStable Diffusion v1.5
FID (5k)5.03
27
Backdoor DetectionStable Diffusion ObjRepAtt attacks v1.5
Precision100
23
Image WatermarkingStable Diffusion V2.1
Bit Acc.1
20
Image GenerationStable Diffusion (SD) 1.4
CLIP Score26.35
18
Watermark DetectionStable Diffusion Avg-Removal 2.1
AUC99
16
Watermark DetectionStable Diffusion Original 2-1
AUC1
16
Text-to-Image GenerationStable Diffusion DrawBench
Time Per Sample0.69
15
Text-to-Image GenerationStable Diffusion "Two dogs in the park." 1.5
Reward1.33
14
Text-to-Image GenerationStable Diffusion Two roses in a vase 1.5
Reward1.64
14
Text-to-Image GenerationStable Diffusion A green colored rabbit. 1.5
Reward1.75
14
Memorization mitigationStable Diffusion 1.4
Memorization Rate0
13
Concept ErasureStable Diffusion Church object v1.4
ASR11
13
Text-to-Image GenerationStable Diffusion 512x512 v1.5 (test)
HPSv2.10.2482
13
Concept ErasureStable Diffusion Nudity Concept v1.4
ASR 1100
12
AI-generated image detectionStable Diffusion generator v3.0 (test)
Accuracy83.58
11
AI-generated image detectionStable Diffusion generator v2.1 (test)
Accuracy60.98
11
AI-generated image detectionStable Diffusion generator v1.5 (test)
Accuracy92.3
11
AI-generated image detectionStable Diffusion generator v1.4 (test)
Accuracy95.4
11
Fine-tuning Attack ResilienceStable Diffusion 1.5
CLIP score0.267
10
Backdoor DetectionStable Diffusion StyleAtt attacks v1.5
Precision93.33
10
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