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Video Generation 벤치마크

Video Generation on UCF-101 16 frames, Unconditional, Single GPU

14개 결과 · ⬇ CSV · JSON

Inception Score

8.18 11.86 15.54 19.23 22.91 2016-09 2026-09 VGAN — 8.18 (2016-09-08) VGAN — 8.18 (2016-09-08) TGAN-SVC — 11.85 (2016-11-21) TGAN-SVC — 11.85 (2016-11-21) MoCoGAN — 12.42 (2017-07-17) MoCoGAN — 12.42 (2017-07-17) TGANv2 — 21.45 (2018-11-22) TGANv2 — 21.45 (2018-11-22) MoCoGAN-MDP — 11.86 (2019-09-26) MoCoGAN-MDP — 11.86 (2019-09-26) TGAN-F — 22.91 (2019-12-18) TGAN-F — 22.91 (2019-12-18) TGANv2-ODE — 21.02 (2020-11-07) TGANv2-ODE — 21.02 (2020-11-07) VGAN — 8.18 (2016-09-08) TGAN-SVC — 11.85 (2016-11-21) MoCoGAN — 12.42 (2017-07-17) TGANv2 — 21.45 (2018-11-22) TGAN-F — 22.91 (2019-12-18)
RankModel Inception Score PaperCodeYear
1 TGAN-F 22.91 Lower Dimensional Kernels for Video Discriminators HappyBahman/ldvdGAN 2019
2 TGANv2 21.45 Train Sparsely, Generate Densely: Memory-efficient Unsupervised Training of High-resolution Temporal GAN pfnet-research/tgan2 · Zasder3/Tganv2-PyTorch-Train-Sparsely--Generate-Densely 2018
3 TGANv2-ODE 21.02 Latent Neural Differential Equations for Video Generation Zasder3/Latent-Neural-Differential-Equations-for-Video-Generation 2020
4 MoCoGAN 12.42 MoCoGAN: Decomposing Motion and Content for Video Generation sergeytulyakov/mocogan · DLHacks/mocogan · UBC-Computer-Vision-Group/DwNet · +2 2017
5 MoCoGAN-MDP 11.86 Markov Decision Process for Video Generation 2019
6 TGAN-SVC 11.85 Temporal Generative Adversarial Nets with Singular Value Clipping universome/stylegan-v · pfnet-research/tgan2 · pfnet-research/tgan · +1 2016
7 VGAN 8.18 Generating Videos with Scene Dynamics 2016
8 TGAN-F 22.91 Lower Dimensional Kernels for Video Discriminators HappyBahman/ldvdGAN 2019
9 TGANv2 21.45 Train Sparsely, Generate Densely: Memory-efficient Unsupervised Training of High-resolution Temporal GAN pfnet-research/tgan2 · Zasder3/Tganv2-PyTorch-Train-Sparsely--Generate-Densely 2018
10 TGANv2-ODE 21.02 Latent Neural Differential Equations for Video Generation Zasder3/Latent-Neural-Differential-Equations-for-Video-Generation 2020
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