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Models/SSR

SSR

Reported on 17 benchmarks across 4 tasks · 1 paper · 4 SOTA

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

Computer Vision11 results

Image ClassificationonClothing1M
Accuracy· uses extra data· 2021-11-22
74.91
SOTA
SSR: An Efficient and Robust Framework for Learning with Unknown Label Noise arXiv:2111.11288
Image Classificationonmini WebVision 1.0
Top-1 Accuracy· 2021-11-22
80.92
best: 84.16 (LRA-diffusion (CLIP ViT))
SOTA
SSR: An Efficient and Robust Framework for Learning with Unknown Label Noise arXiv:2111.11288
Image ClassificationonANIMAL
Accuracy· 2021-11-22
88.5
best: 89 (Jigsaw-ViT)
SOTA
SSR: An Efficient and Robust Framework for Learning with Unknown Label Noise arXiv:2111.11288
Image Classificationonmini WebVision 1.0
ImageNet Top-1 Accuracy· 2021-11-22
75.76
best: 82.56 (LRA-diffusion (CLIP ViT))
SSR: An Efficient and Robust Framework for Learning with Unknown Label Noise arXiv:2111.11288
Image Classificationonmini WebVision 1.0
ImageNet Top-5 Accuracy· 2021-11-22
91.76
best: 97.24 (RTE (Inception-ResNet-v2))
SSR: An Efficient and Robust Framework for Learning with Unknown Label Noise arXiv:2111.11288
Image Classificationonmini WebVision 1.0
Top-5 Accuracy· 2021-11-22
92.8
best: 94.84 (PSSCL (130 epochs))
SSR: An Efficient and Robust Framework for Learning with Unknown Label Noise arXiv:2111.11288
Image RestorationonKAIST
PSNR
40.69
Image RestorationonKAIST
SSIM
0.978
Image RestorationonCAVE
PSNR
40.69
Image RestorationonCAVE
SSIM
0.978
Image RestorationonReal HSI
User Study Score
15

Audio5 results

10-shot image generationonKAIST
PSNR
40.69
10-shot image generationonKAIST
SSIM
0.978
10-shot image generationonCAVE
PSNR
40.69
10-shot image generationonCAVE
SSIM
0.978
10-shot image generationonReal HSI
User Study Score
15

Medical1 result

Document Text ClassificationonANIMAL
Accuracy· 2021-11-22
88.5
best: 89 (Jigsaw-ViT)
SOTA
SSR: An Efficient and Robust Framework for Learning with Unknown Label Noise arXiv:2111.11288