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Models/DP-SIMS (ConvNext-L)

DP-SIMS (ConvNext-L)

Reported on 15 benchmarks across 3 tasks · 1 paper · 15 SOTA

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

Computer Vision5 results

  • Image-to-Image TranslationonCOCO-Stuff Labels-to-Photos
    FID· 2023-12-20
    13.6
    best: 13.3 (DP-SIMS (ConvNext-XL))
    SOTA
    Unlocking Pre-trained Image Backbones for Semantic Image SynthesisarXiv:2312.13314
  • Image-to-Image TranslationonCityscapes Labels-to-Photo
    FID· 2023-12-20
    38.2
    SOTA
    Unlocking Pre-trained Image Backbones for Semantic Image SynthesisarXiv:2312.13314
  • Image-to-Image TranslationonCityscapes Labels-to-Photo
    mIoU· 2023-12-20
    76.3
    SOTA
    Unlocking Pre-trained Image Backbones for Semantic Image SynthesisarXiv:2312.13314
  • Image-to-Image TranslationonADE20K Labels-to-Photos
    FID· 2023-12-20
    22.7
    SOTA
    Unlocking Pre-trained Image Backbones for Semantic Image SynthesisarXiv:2312.13314
  • Image-to-Image TranslationonADE20K Labels-to-Photos
    mIoU· 2023-12-20
    54.3
    SOTA
    Unlocking Pre-trained Image Backbones for Semantic Image SynthesisarXiv:2312.13314

Medical5 results

  • Image GenerationonCOCO-Stuff Labels-to-Photos
    FID· 2023-12-20
    13.6
    best: 13.3 (DP-SIMS (ConvNext-XL))
    SOTA
    Unlocking Pre-trained Image Backbones for Semantic Image SynthesisarXiv:2312.13314
  • Image GenerationonCityscapes Labels-to-Photo
    FID· 2023-12-20
    38.2
    SOTA
    Unlocking Pre-trained Image Backbones for Semantic Image SynthesisarXiv:2312.13314
  • Image GenerationonCityscapes Labels-to-Photo
    mIoU· 2023-12-20
    76.3
    SOTA
    Unlocking Pre-trained Image Backbones for Semantic Image SynthesisarXiv:2312.13314
  • Image GenerationonADE20K Labels-to-Photos
    FID· 2023-12-20
    22.7
    SOTA
    Unlocking Pre-trained Image Backbones for Semantic Image SynthesisarXiv:2312.13314
  • Image GenerationonADE20K Labels-to-Photos
    mIoU· 2023-12-20
    54.3
    SOTA
    Unlocking Pre-trained Image Backbones for Semantic Image SynthesisarXiv:2312.13314

Miscellaneous5 results

  • 1 Image, 2*2 StitchingonCOCO-Stuff Labels-to-Photos
    FID· 2023-12-20
    13.6
    best: 13.3 (DP-SIMS (ConvNext-XL))
    SOTA
    Unlocking Pre-trained Image Backbones for Semantic Image SynthesisarXiv:2312.13314
  • 1 Image, 2*2 StitchingonCityscapes Labels-to-Photo
    FID· 2023-12-20
    38.2
    SOTA
    Unlocking Pre-trained Image Backbones for Semantic Image SynthesisarXiv:2312.13314
  • 1 Image, 2*2 StitchingonCityscapes Labels-to-Photo
    mIoU· 2023-12-20
    76.3
    SOTA
    Unlocking Pre-trained Image Backbones for Semantic Image SynthesisarXiv:2312.13314
  • 1 Image, 2*2 StitchingonADE20K Labels-to-Photos
    FID· 2023-12-20
    22.7
    SOTA
    Unlocking Pre-trained Image Backbones for Semantic Image SynthesisarXiv:2312.13314
  • 1 Image, 2*2 StitchingonADE20K Labels-to-Photos
    mIoU· 2023-12-20
    54.3
    SOTA
    Unlocking Pre-trained Image Backbones for Semantic Image SynthesisarXiv:2312.13314