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/Few-shot Vid-to-vid (medium size)

Few-shot Vid-to-vid (medium size)

Reported on 45 benchmarks across 9 tasks · 1 paper · 27 SOTA

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

Computer Vision20 results

Talking Head GenerationonVoxCeleb2 - 1-shot learning
LPIPS· 2020-08-24
0.368
best: 0.311 (First Order Motion Model (medium size))
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Talking Head GenerationonVoxCeleb2 - 1-shot learning
Normalized Pose Error· 2020-08-24
46.1
best: 43.3 (Fast Bi-layer Avatars (medium size))
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Talking Head GenerationonVoxCeleb2 - 1-shot learning
inference time (ms)· 2020-08-24
22
best: 4 (Fast Bi-layer Avatars (medium size))
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Face GenerationonVoxCeleb2 - 1-shot learning
LPIPS· 2020-08-24
0.368
best: 0.311 (First Order Motion Model (medium size))
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Face GenerationonVoxCeleb2 - 1-shot learning
Normalized Pose Error· 2020-08-24
46.1
best: 43.3 (Fast Bi-layer Avatars (medium size))
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Face GenerationonVoxCeleb2 - 1-shot learning
inference time (ms)· 2020-08-24
22
best: 4 (Fast Bi-layer Avatars (medium size))
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Face ReconstructiononVoxCeleb2 - 1-shot learning
LPIPS· 2020-08-24
0.368
best: 0.311 (First Order Motion Model (medium size))
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Face ReconstructiononVoxCeleb2 - 1-shot learning
Normalized Pose Error· 2020-08-24
46.1
best: 43.3 (Fast Bi-layer Avatars (medium size))
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Face ReconstructiononVoxCeleb2 - 1-shot learning
inference time (ms)· 2020-08-24
22
best: 4 (Fast Bi-layer Avatars (medium size))
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
3D Face ReconstructiononVoxCeleb2 - 1-shot learning
LPIPS· 2020-08-24
0.368
best: 0.311 (First Order Motion Model (medium size))
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
3D Face ReconstructiononVoxCeleb2 - 1-shot learning
Normalized Pose Error· 2020-08-24
46.1
best: 43.3 (Fast Bi-layer Avatars (medium size))
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
3D Face ReconstructiononVoxCeleb2 - 1-shot learning
inference time (ms)· 2020-08-24
22
best: 4 (Fast Bi-layer Avatars (medium size))
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Talking Head GenerationonVoxCeleb2 - 1-shot learning
CSIM· 2020-08-24
0.604
best: 0.653 (Fast Bi-layer Avatars (medium size))
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Talking Head GenerationonVoxCeleb2 - 1-shot learning
SSIM· 2020-08-24
0.419
best: 0.553 (First Order Motion Model (medium size))
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Face GenerationonVoxCeleb2 - 1-shot learning
CSIM· 2020-08-24
0.604
best: 0.653 (Fast Bi-layer Avatars (medium size))
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Face GenerationonVoxCeleb2 - 1-shot learning
SSIM· 2020-08-24
0.419
best: 0.553 (First Order Motion Model (medium size))
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Face ReconstructiononVoxCeleb2 - 1-shot learning
CSIM· 2020-08-24
0.604
best: 0.653 (Fast Bi-layer Avatars (medium size))
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Face ReconstructiononVoxCeleb2 - 1-shot learning
SSIM· 2020-08-24
0.419
best: 0.553 (First Order Motion Model (medium size))
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
3D Face ReconstructiononVoxCeleb2 - 1-shot learning
CSIM· 2020-08-24
0.604
best: 0.653 (Fast Bi-layer Avatars (medium size))
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
3D Face ReconstructiononVoxCeleb2 - 1-shot learning
SSIM· 2020-08-24
0.419
best: 0.553 (First Order Motion Model (medium size))
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174

Medical10 results

Image GenerationonVoxCeleb2 - 1-shot learning
LPIPS· 2020-08-24
0.368
best: 0.311 (First Order Motion Model (medium size))
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Image GenerationonVoxCeleb2 - 1-shot learning
Normalized Pose Error· 2020-08-24
46.1
best: 43.3 (Fast Bi-layer Avatars (medium size))
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Image GenerationonVoxCeleb2 - 1-shot learning
inference time (ms)· 2020-08-24
22
best: 4 (Fast Bi-layer Avatars (medium size))
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
3D Face ModellingonVoxCeleb2 - 1-shot learning
LPIPS· 2020-08-24
0.368
best: 0.311 (First Order Motion Model (medium size))
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
3D Face ModellingonVoxCeleb2 - 1-shot learning
Normalized Pose Error· 2020-08-24
46.1
best: 43.3 (Fast Bi-layer Avatars (medium size))
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
3D Face ModellingonVoxCeleb2 - 1-shot learning
inference time (ms)· 2020-08-24
22
best: 4 (Fast Bi-layer Avatars (medium size))
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Image GenerationonVoxCeleb2 - 1-shot learning
CSIM· 2020-08-24
0.604
best: 0.653 (Fast Bi-layer Avatars (medium size))
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Image GenerationonVoxCeleb2 - 1-shot learning
SSIM· 2020-08-24
0.419
best: 0.553 (First Order Motion Model (medium size))
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
3D Face ModellingonVoxCeleb2 - 1-shot learning
CSIM· 2020-08-24
0.604
best: 0.653 (Fast Bi-layer Avatars (medium size))
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
3D Face ModellingonVoxCeleb2 - 1-shot learning
SSIM· 2020-08-24
0.419
best: 0.553 (First Order Motion Model (medium size))
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174

Music5 results

Facial Recognition and ModellingonVoxCeleb2 - 1-shot learning
LPIPS· 2020-08-24
0.368
best: 0.311 (First Order Motion Model (medium size))
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Facial Recognition and ModellingonVoxCeleb2 - 1-shot learning
Normalized Pose Error· 2020-08-24
46.1
best: 43.3 (Fast Bi-layer Avatars (medium size))
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Facial Recognition and ModellingonVoxCeleb2 - 1-shot learning
inference time (ms)· 2020-08-24
22
best: 4 (Fast Bi-layer Avatars (medium size))
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Facial Recognition and ModellingonVoxCeleb2 - 1-shot learning
CSIM· 2020-08-24
0.604
best: 0.653 (Fast Bi-layer Avatars (medium size))
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Facial Recognition and ModellingonVoxCeleb2 - 1-shot learning
SSIM· 2020-08-24
0.419
best: 0.553 (First Order Motion Model (medium size))
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174

Methodology5 results

3DonVoxCeleb2 - 1-shot learning
LPIPS· 2020-08-24
0.368
best: 0.311 (First Order Motion Model (medium size))
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
3DonVoxCeleb2 - 1-shot learning
Normalized Pose Error· 2020-08-24
46.1
best: 43.3 (Fast Bi-layer Avatars (medium size))
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
3DonVoxCeleb2 - 1-shot learning
inference time (ms)· 2020-08-24
22
best: 4 (Fast Bi-layer Avatars (medium size))
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
3DonVoxCeleb2 - 1-shot learning
CSIM· 2020-08-24
0.604
best: 0.653 (Fast Bi-layer Avatars (medium size))
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
3DonVoxCeleb2 - 1-shot learning
SSIM· 2020-08-24
0.419
best: 0.553 (First Order Motion Model (medium size))
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174

Audio5 results

10-shot image generationonVoxCeleb2 - 1-shot learning
LPIPS· 2020-08-24
0.368
best: 0.311 (First Order Motion Model (medium size))
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
10-shot image generationonVoxCeleb2 - 1-shot learning
Normalized Pose Error· 2020-08-24
46.1
best: 43.3 (Fast Bi-layer Avatars (medium size))
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
10-shot image generationonVoxCeleb2 - 1-shot learning
inference time (ms)· 2020-08-24
22
best: 4 (Fast Bi-layer Avatars (medium size))
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
10-shot image generationonVoxCeleb2 - 1-shot learning
CSIM· 2020-08-24
0.604
best: 0.653 (Fast Bi-layer Avatars (medium size))
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
10-shot image generationonVoxCeleb2 - 1-shot learning
SSIM· 2020-08-24
0.419
best: 0.553 (First Order Motion Model (medium size))
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174