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Models/Neighbour Learning

Neighbour Learning

Reported on 18 benchmarks across 6 tasks · 1 paper · 18 SOTA

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

Computer Vision6 results

Face ReconstructiononDiveFace
Accuracy (%)· 2022-08-17
98.6
SOTA
Deep Generative Views to Mitigate Gender Classification Bias Across Gender-Race Groups arXiv:2208.08382
Face ReconstructiononUTKFace
Accuracy (%)· uses extra data· 2022-08-17
94.76
SOTA
Deep Generative Views to Mitigate Gender Classification Bias Across Gender-Race Groups arXiv:2208.08382
Face ReconstructiononMORPH
Accuracy (%)· uses extra data· 2022-08-17
96.41
SOTA
Deep Generative Views to Mitigate Gender Classification Bias Across Gender-Race Groups arXiv:2208.08382
3D Face ReconstructiononDiveFace
Accuracy (%)· 2022-08-17
98.6
SOTA
Deep Generative Views to Mitigate Gender Classification Bias Across Gender-Race Groups arXiv:2208.08382
3D Face ReconstructiononUTKFace
Accuracy (%)· uses extra data· 2022-08-17
94.76
SOTA
Deep Generative Views to Mitigate Gender Classification Bias Across Gender-Race Groups arXiv:2208.08382
3D Face ReconstructiononMORPH
Accuracy (%)· uses extra data· 2022-08-17
96.41
SOTA
Deep Generative Views to Mitigate Gender Classification Bias Across Gender-Race Groups arXiv:2208.08382

Music3 results

Facial Recognition and ModellingonDiveFace
Accuracy (%)· 2022-08-17
98.6
SOTA
Deep Generative Views to Mitigate Gender Classification Bias Across Gender-Race Groups arXiv:2208.08382
Facial Recognition and ModellingonUTKFace
Accuracy (%)· uses extra data· 2022-08-17
94.76
SOTA
Deep Generative Views to Mitigate Gender Classification Bias Across Gender-Race Groups arXiv:2208.08382
Facial Recognition and ModellingonMORPH
Accuracy (%)· uses extra data· 2022-08-17
96.41
SOTA
Deep Generative Views to Mitigate Gender Classification Bias Across Gender-Race Groups arXiv:2208.08382

Methodology3 results

3DonDiveFace
Accuracy (%)· 2022-08-17
98.6
SOTA
Deep Generative Views to Mitigate Gender Classification Bias Across Gender-Race Groups arXiv:2208.08382
3DonUTKFace
Accuracy (%)· uses extra data· 2022-08-17
94.76
SOTA
Deep Generative Views to Mitigate Gender Classification Bias Across Gender-Race Groups arXiv:2208.08382
3DonMORPH
Accuracy (%)· uses extra data· 2022-08-17
96.41
SOTA
Deep Generative Views to Mitigate Gender Classification Bias Across Gender-Race Groups arXiv:2208.08382

Medical3 results

3D Face ModellingonDiveFace
Accuracy (%)· 2022-08-17
98.6
SOTA
Deep Generative Views to Mitigate Gender Classification Bias Across Gender-Race Groups arXiv:2208.08382
3D Face ModellingonUTKFace
Accuracy (%)· uses extra data· 2022-08-17
94.76
SOTA
Deep Generative Views to Mitigate Gender Classification Bias Across Gender-Race Groups arXiv:2208.08382
3D Face ModellingonMORPH
Accuracy (%)· uses extra data· 2022-08-17
96.41
SOTA
Deep Generative Views to Mitigate Gender Classification Bias Across Gender-Race Groups arXiv:2208.08382

Adversarial3 results

FairnessonDiveFace
Degree of Bias (DoB)· uses extra data· 2022-08-17
0.49
SOTA
Deep Generative Views to Mitigate Gender Classification Bias Across Gender-Race Groups arXiv:2208.08382
FairnessonMORPH
Degree of Bias (DoB)· uses extra data· 2022-08-17
6.26
SOTA
Deep Generative Views to Mitigate Gender Classification Bias Across Gender-Race Groups arXiv:2208.08382
FairnessonUTKFace
Degree of Bias (DoB)· uses extra data· 2022-08-17
1.96
SOTA
Deep Generative Views to Mitigate Gender Classification Bias Across Gender-Race Groups arXiv:2208.08382