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Models/CircleLoss

CircleLoss

Reported on 7 benchmarks across 7 tasks · 1 paper · 6 SOTA

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

Methodology3 results

Face RecognitiononLFW
Accuracy· uses extra data· 2020-02-25
0.9973
best: 0.998667 (GhostFaceNetV2-1 (MS1MV3))
SOTA
Circle Loss: A Unified Perspective of Pair Similarity Optimization arXiv:2002.10857
3DonLFW
Accuracy· uses extra data· 2020-02-25
0.9973
best: 0.998667 (GhostFaceNetV2-1 (MS1MV3))
SOTA
Circle Loss: A Unified Perspective of Pair Similarity Optimization arXiv:2002.10857
Metric LearningonCARS196
R@1· 2020-02-25
83.4
best: 98.2 (Unicom+ViT-L@336px)
Circle Loss: A Unified Perspective of Pair Similarity Optimization arXiv:2002.10857

Computer Vision2 results

Face ReconstructiononLFW
Accuracy· uses extra data· 2020-02-25
0.9973
best: 0.998667 (GhostFaceNetV2-1 (MS1MV3))
SOTA
Circle Loss: A Unified Perspective of Pair Similarity Optimization arXiv:2002.10857
3D Face ReconstructiononLFW
Accuracy· uses extra data· 2020-02-25
0.9973
best: 0.998667 (GhostFaceNetV2-1 (MS1MV3))
SOTA
Circle Loss: A Unified Perspective of Pair Similarity Optimization arXiv:2002.10857

Music1 result

Facial Recognition and ModellingonLFW
Accuracy· uses extra data· 2020-02-25
0.9973
best: 0.998667 (GhostFaceNetV2-1 (MS1MV3))
SOTA
Circle Loss: A Unified Perspective of Pair Similarity Optimization arXiv:2002.10857

Medical1 result

3D Face ModellingonLFW
Accuracy· uses extra data· 2020-02-25
0.9973
best: 0.998667 (GhostFaceNetV2-1 (MS1MV3))
SOTA
Circle Loss: A Unified Perspective of Pair Similarity Optimization arXiv:2002.10857