Tasks SotA Datasets Papers Methods Submit About

Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable Benchmarks All SotA Datasets Papers Methods

Community

Submit Results About

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/SGAN

SGAN

Reported on 8 benchmarks across 4 tasks · 2 papers · 6 SOTA

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

Medical4 results

Semantic SegmentationonCOCO 2014 val
mIoU· uses extra data· 2019-10-12
33.6
best: 56.8 (DHR (Swin-L, Mask2Former))
SOTA
Saliency Guided Self-attention Network for Weakly and Semi-supervised Semantic Segmentation arXiv:1910.05475
Semantic SegmentationonPASCAL VOC 2012 test
Mean IoU· uses extra data· 2019-10-12
67.2
best: 82.9 (SemPLeS (Swin-L))
SOTA
Saliency Guided Self-attention Network for Weakly and Semi-supervised Semantic Segmentation arXiv:1910.05475
Image GenerationonCIFAR-10
Inception score· 2016-12-13
8.59
best: 10.51 (StyleGAN2 + DiffAugment + D2D-CE)
SOTA
Stacked Generative Adversarial Networks arXiv:1612.04357
Semantic SegmentationonPASCAL VOC 2012 val
Mean IoU· uses extra data· 2019-10-12
67.1
best: 83.4 (SemPLeS (Swin-L))
Saliency Guided Self-attention Network for Weakly and Semi-supervised Semantic Segmentation arXiv:1910.05475

Audio3 results

10-shot image generationonCOCO 2014 val
mIoU· uses extra data· 2019-10-12
33.6
best: 56.8 (DHR (Swin-L, Mask2Former))
SOTA
Saliency Guided Self-attention Network for Weakly and Semi-supervised Semantic Segmentation arXiv:1910.05475
10-shot image generationonPASCAL VOC 2012 test
Mean IoU· uses extra data· 2019-10-12
67.2
best: 82.9 (SemPLeS (Swin-L))
SOTA
Saliency Guided Self-attention Network for Weakly and Semi-supervised Semantic Segmentation arXiv:1910.05475
10-shot image generationonPASCAL VOC 2012 val
Mean IoU· uses extra data· 2019-10-12
67.1
best: 83.4 (SemPLeS (Swin-L))
Saliency Guided Self-attention Network for Weakly and Semi-supervised Semantic Segmentation arXiv:1910.05475

Computer Vision1 result

Conditional Image GenerationonCIFAR-10
Inception score· 2016-12-13
8.59
best: 10.51 (StyleGAN2 + DiffAugment + D2D-CE)
SOTA
Stacked Generative Adversarial Networks arXiv:1612.04357