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Models/ConPreDiff

ConPreDiff

Reported on 10 benchmarks across 5 tasks · 1 paper · 6 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Audio4 results

10-shot image generationonCOCO (Common Objects in Context)
Zero shot FID· 2024-01-04
6.21
SOTA
Improving Diffusion-Based Image Synthesis with Context Prediction arXiv:2401.02015
1 Image, 2*2 StitchionCOCO (Common Objects in Context)
Zero shot FID· 2024-01-04
6.21
SOTA
Improving Diffusion-Based Image Synthesis with Context Prediction arXiv:2401.02015
10-shot image generationonCOCO (Common Objects in Context)
FID· 2024-01-04
6.21
best: 5 (RAT-Diffusion)
Improving Diffusion-Based Image Synthesis with Context Prediction arXiv:2401.02015
1 Image, 2*2 StitchionCOCO (Common Objects in Context)
FID· 2024-01-04
6.21
best: 5 (RAT-Diffusion)
Improving Diffusion-Based Image Synthesis with Context Prediction arXiv:2401.02015

Medical3 results

Image GenerationonCOCO (Common Objects in Context)
Zero shot FID· 2024-01-04
6.21
SOTA
Improving Diffusion-Based Image Synthesis with Context Prediction arXiv:2401.02015
Image GenerationonCelebA
LPIPS· 2024-01-04
0.022
SOTA
Improving Diffusion-Based Image Synthesis with Context Prediction arXiv:2401.02015
Image GenerationonCOCO (Common Objects in Context)
FID· 2024-01-04
6.21
best: 5 (RAT-Diffusion)
Improving Diffusion-Based Image Synthesis with Context Prediction arXiv:2401.02015

Natural Language Processing2 results

Text-to-Image GenerationonCOCO (Common Objects in Context)
Zero shot FID· 2024-01-04
6.21
SOTA
Improving Diffusion-Based Image Synthesis with Context Prediction arXiv:2401.02015
Text-to-Image GenerationonCOCO (Common Objects in Context)
FID· 2024-01-04
6.21
best: 5 (RAT-Diffusion)
Improving Diffusion-Based Image Synthesis with Context Prediction arXiv:2401.02015

Computer Vision1 result

Image InpaintingonCelebA
LPIPS· 2024-01-04
0.022
SOTA
Improving Diffusion-Based Image Synthesis with Context Prediction arXiv:2401.02015