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Models/MaskGIT

MaskGIT

Reported on 11 benchmarks across 5 tasks · 1 paper · 8 SOTA

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

Medical4 results

Image GenerationonLHQC
Block-FID· 2022-02-08
24.33
best: 9.71 (NUWA-Infinity)
SOTA
MaskGIT: Masked Generative Image Transformer arXiv:2202.04200
Image GenerationonImageNet 512x512
FID· 2022-02-08
7.32
best: 1.21 (EDM2-L + DDO (SD-VAE, 25 steps, DPM-Solver-v3))
MaskGIT: Masked Generative Image Transformer arXiv:2202.04200
Image GenerationonImageNet 512x512
Inception score· 2022-02-08
156
best: 350.2 (DPC-U)
MaskGIT: Masked Generative Image Transformer arXiv:2202.04200
Image GenerationonImageNet 256x256
FID· 2022-02-08
6.18
best: 1.06 (SiT-XL/2 + UCGM-S (E2E-VAE + 40 sampling steps + CFG))
MaskGIT: Masked Generative Image Transformer arXiv:2202.04200

Computer Vision4 results

Image OutpaintingonLHQC
Block-FID (Right Extend)· 2022-02-08
14.68
best: 6.43 (NUWA-Infinity w/o text)
SOTA
MaskGIT: Masked Generative Image Transformer arXiv:2202.04200
Image OutpaintingonLHQC
Block-FID (Down Extend)· 2022-02-08
25.57
best: 9.84 (NUWA-Infinity)
SOTA
MaskGIT: Masked Generative Image Transformer arXiv:2202.04200
Image OutpaintingonLHQC
Block-FID (Left Extend)· 2022-02-08
14.81
best: 6.71 (NUWA-Infinity w/o text)
SOTA
MaskGIT: Masked Generative Image Transformer arXiv:2202.04200
Image OutpaintingonLHQC
Block-FID (Up Extend)· 2022-02-08
25.38
best: 7.43 (NUWA-Infinity)
SOTA
MaskGIT: Masked Generative Image Transformer arXiv:2202.04200

Audio2 results

10-shot image generationonLHQC
Block-FID· 2022-02-08
24.33
best: 9.71 (NUWA-Infinity)
SOTA
MaskGIT: Masked Generative Image Transformer arXiv:2202.04200
1 Image, 2*2 StitchionLHQC
Block-FID· 2022-02-08
24.33
best: 9.71 (NUWA-Infinity)
SOTA
MaskGIT: Masked Generative Image Transformer arXiv:2202.04200

Natural Language Processing1 result

Text-to-Image GenerationonLHQC
Block-FID· 2022-02-08
24.33
best: 9.71 (NUWA-Infinity)
SOTA
MaskGIT: Masked Generative Image Transformer arXiv:2202.04200