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/3D Synthesis (balancing sampling)

3D Synthesis (balancing sampling)

Reported on 32 benchmarks across 8 tasks · 1 paper · 8 SOTA

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

Computer Vision16 results

Depth EstimationonCASIA-MFSD
HTER· 2019-01-02
1.67
SOTA
Improving Face Anti-Spoofing by 3D Virtual Synthesis arXiv:1901.00488
Face ReconstructiononCASIA-MFSD
HTER· 2019-01-02
1.67
SOTA
Improving Face Anti-Spoofing by 3D Virtual Synthesis arXiv:1901.00488
3D Face ReconstructiononCASIA-MFSD
HTER· 2019-01-02
1.67
SOTA
Improving Face Anti-Spoofing by 3D Virtual Synthesis arXiv:1901.00488
Depth And Camera MotiononCASIA-MFSD
HTER· 2019-01-02
1.67
SOTA
Improving Face Anti-Spoofing by 3D Virtual Synthesis arXiv:1901.00488
Depth EstimationonCASIA-MFSD
EER· 2019-01-02
2.22
best: 4.92 (Multi-Scale)
Improving Face Anti-Spoofing by 3D Virtual Synthesis arXiv:1901.00488
Depth EstimationonReplay-Attack
EER· 2019-01-02
0.25
best: 2.14 (Multi-Scale)
Improving Face Anti-Spoofing by 3D Virtual Synthesis arXiv:1901.00488
Depth EstimationonReplay-Attack
HTER· 2019-01-02
0.63
best: 2.9 (YCbCr+HSV-LBP)
Improving Face Anti-Spoofing by 3D Virtual Synthesis arXiv:1901.00488
Face ReconstructiononCASIA-MFSD
EER· 2019-01-02
2.22
best: 4.92 (Multi-Scale)
Improving Face Anti-Spoofing by 3D Virtual Synthesis arXiv:1901.00488
Face ReconstructiononReplay-Attack
EER· 2019-01-02
0.25
best: 2.14 (Multi-Scale)
Improving Face Anti-Spoofing by 3D Virtual Synthesis arXiv:1901.00488
Face ReconstructiononReplay-Attack
HTER· 2019-01-02
0.63
best: 2.9 (YCbCr+HSV-LBP)
Improving Face Anti-Spoofing by 3D Virtual Synthesis arXiv:1901.00488
3D Face ReconstructiononCASIA-MFSD
EER· 2019-01-02
2.22
best: 4.92 (Multi-Scale)
Improving Face Anti-Spoofing by 3D Virtual Synthesis arXiv:1901.00488
3D Face ReconstructiononReplay-Attack
EER· 2019-01-02
0.25
best: 2.14 (Multi-Scale)
Improving Face Anti-Spoofing by 3D Virtual Synthesis arXiv:1901.00488
3D Face ReconstructiononReplay-Attack
HTER· 2019-01-02
0.63
best: 2.9 (YCbCr+HSV-LBP)
Improving Face Anti-Spoofing by 3D Virtual Synthesis arXiv:1901.00488
Depth And Camera MotiononCASIA-MFSD
EER· 2019-01-02
2.22
best: 4.92 (Multi-Scale)
Improving Face Anti-Spoofing by 3D Virtual Synthesis arXiv:1901.00488
Depth And Camera MotiononReplay-Attack
EER· 2019-01-02
0.25
best: 2.14 (Multi-Scale)
Improving Face Anti-Spoofing by 3D Virtual Synthesis arXiv:1901.00488
Depth And Camera MotiononReplay-Attack
HTER· 2019-01-02
0.63
best: 2.9 (YCbCr+HSV-LBP)
Improving Face Anti-Spoofing by 3D Virtual Synthesis arXiv:1901.00488

Music4 results

Facial Recognition and ModellingonCASIA-MFSD
HTER· 2019-01-02
1.67
SOTA
Improving Face Anti-Spoofing by 3D Virtual Synthesis arXiv:1901.00488
Facial Recognition and ModellingonCASIA-MFSD
EER· 2019-01-02
2.22
best: 4.92 (Multi-Scale)
Improving Face Anti-Spoofing by 3D Virtual Synthesis arXiv:1901.00488
Facial Recognition and ModellingonReplay-Attack
EER· 2019-01-02
0.25
best: 2.14 (Multi-Scale)
Improving Face Anti-Spoofing by 3D Virtual Synthesis arXiv:1901.00488
Facial Recognition and ModellingonReplay-Attack
HTER· 2019-01-02
0.63
best: 2.9 (YCbCr+HSV-LBP)
Improving Face Anti-Spoofing by 3D Virtual Synthesis arXiv:1901.00488

Robots4 results

Visual OdometryonCASIA-MFSD
HTER· 2019-01-02
1.67
SOTA
Improving Face Anti-Spoofing by 3D Virtual Synthesis arXiv:1901.00488
Visual OdometryonCASIA-MFSD
EER· 2019-01-02
2.22
best: 4.92 (Multi-Scale)
Improving Face Anti-Spoofing by 3D Virtual Synthesis arXiv:1901.00488
Visual OdometryonReplay-Attack
EER· 2019-01-02
0.25
best: 2.14 (Multi-Scale)
Improving Face Anti-Spoofing by 3D Virtual Synthesis arXiv:1901.00488
Visual OdometryonReplay-Attack
HTER· 2019-01-02
0.63
best: 2.9 (YCbCr+HSV-LBP)
Improving Face Anti-Spoofing by 3D Virtual Synthesis arXiv:1901.00488

Methodology4 results

3DonCASIA-MFSD
HTER· 2019-01-02
1.67
SOTA
Improving Face Anti-Spoofing by 3D Virtual Synthesis arXiv:1901.00488
3DonCASIA-MFSD
EER· 2019-01-02
2.22
best: 4.92 (Multi-Scale)
Improving Face Anti-Spoofing by 3D Virtual Synthesis arXiv:1901.00488
3DonReplay-Attack
EER· 2019-01-02
0.25
best: 2.14 (Multi-Scale)
Improving Face Anti-Spoofing by 3D Virtual Synthesis arXiv:1901.00488
3DonReplay-Attack
HTER· 2019-01-02
0.63
best: 2.9 (YCbCr+HSV-LBP)
Improving Face Anti-Spoofing by 3D Virtual Synthesis arXiv:1901.00488

Medical4 results

3D Face ModellingonCASIA-MFSD
HTER· 2019-01-02
1.67
SOTA
Improving Face Anti-Spoofing by 3D Virtual Synthesis arXiv:1901.00488
3D Face ModellingonCASIA-MFSD
EER· 2019-01-02
2.22
best: 4.92 (Multi-Scale)
Improving Face Anti-Spoofing by 3D Virtual Synthesis arXiv:1901.00488
3D Face ModellingonReplay-Attack
EER· 2019-01-02
0.25
best: 2.14 (Multi-Scale)
Improving Face Anti-Spoofing by 3D Virtual Synthesis arXiv:1901.00488
3D Face ModellingonReplay-Attack
HTER· 2019-01-02
0.63
best: 2.9 (YCbCr+HSV-LBP)
Improving Face Anti-Spoofing by 3D Virtual Synthesis arXiv:1901.00488