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/pi-GAN

pi-GAN

Reported on 16 benchmarks across 4 tasks · 2 papers · 1 SOTA

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

Methodology8 results

3DonFFHQ 256 x 256
FID· 2021-10-19
34.56
best: 6.97 (CIPS-3D)
SOTA
CIPS-3D: A 3D-Aware Generator of GANs Based on Conditionally-Independent Pixel Synthesis arXiv:2110.09788
3DonFFHQ 256 x 256
KID· 2021-10-19
26.58
best: 50.94 (GIRAFFE)
CIPS-3D: A 3D-Aware Generator of GANs Based on Conditionally-Independent Pixel Synthesis arXiv:2110.09788
16konReplica
FID· 2020-12-02
166.55
best: 41.75 (GSN)
pi-GAN: Periodic Implicit Generative Adversarial Networks for 3D-Aware Image Synthesis arXiv:2012.00926
16konReplica
SwAV-FID· 2020-12-02
13.17
best: 4.14 (GSN)
pi-GAN: Periodic Implicit Generative Adversarial Networks for 3D-Aware Image Synthesis arXiv:2012.00926
16konAVD
FID· 2020-12-02
98.76
best: 51.11 (GSN)
pi-GAN: Periodic Implicit Generative Adversarial Networks for 3D-Aware Image Synthesis arXiv:2012.00926
16konAVD
SwAV-FID· 2020-12-02
9.54
best: 6.59 (GSN)
pi-GAN: Periodic Implicit Generative Adversarial Networks for 3D-Aware Image Synthesis arXiv:2012.00926
16konVizDoom
FID· 2020-12-02
143.55
best: 37.21 (GSN)
pi-GAN: Periodic Implicit Generative Adversarial Networks for 3D-Aware Image Synthesis arXiv:2012.00926
16konVizDoom
SwAV-FID· 2020-12-02
15.26
best: 4.56 (GSN)
pi-GAN: Periodic Implicit Generative Adversarial Networks for 3D-Aware Image Synthesis arXiv:2012.00926

Computer Vision6 results

Scene GenerationonReplica
FID· 2020-12-02
166.55
best: 41.75 (GSN)
pi-GAN: Periodic Implicit Generative Adversarial Networks for 3D-Aware Image Synthesis arXiv:2012.00926
Scene GenerationonReplica
SwAV-FID· 2020-12-02
13.17
best: 4.14 (GSN)
pi-GAN: Periodic Implicit Generative Adversarial Networks for 3D-Aware Image Synthesis arXiv:2012.00926
Scene GenerationonAVD
FID· 2020-12-02
98.76
best: 51.11 (GSN)
pi-GAN: Periodic Implicit Generative Adversarial Networks for 3D-Aware Image Synthesis arXiv:2012.00926
Scene GenerationonAVD
SwAV-FID· 2020-12-02
9.54
best: 6.59 (GSN)
pi-GAN: Periodic Implicit Generative Adversarial Networks for 3D-Aware Image Synthesis arXiv:2012.00926
Scene GenerationonVizDoom
FID· 2020-12-02
143.55
best: 37.21 (GSN)
pi-GAN: Periodic Implicit Generative Adversarial Networks for 3D-Aware Image Synthesis arXiv:2012.00926
Scene GenerationonVizDoom
SwAV-FID· 2020-12-02
15.26
best: 4.56 (GSN)
pi-GAN: Periodic Implicit Generative Adversarial Networks for 3D-Aware Image Synthesis arXiv:2012.00926

Medical2 results

Image GenerationonFFHQ 256 x 256
FID· 2021-10-19
34.56
best: 1.68 (StyleSAN-XL)
CIPS-3D: A 3D-Aware Generator of GANs Based on Conditionally-Independent Pixel Synthesis arXiv:2110.09788
Image GenerationonFFHQ 256 x 256
KID· 2021-10-19
26.58
best: 50.94 (GIRAFFE)
CIPS-3D: A 3D-Aware Generator of GANs Based on Conditionally-Independent Pixel Synthesis arXiv:2110.09788