ML Research Wiki / Benchmarks / Video Generation / BAIR Robot Pushing

BAIR Robot Pushing

Video Generation Benchmark

Performance Over Time

📊 Showing 31 results | 📏 Metric: FVD score

Top Performing Models

Rank Model Paper FVD score Date Code
1 MoCoGAN MoCoGAN: Decomposing Motion and Content for Video Generation 4.00 2017-07-17 📦 sergeytulyakov/mocogan 📦 DLHacks/mocogan 📦 UBC-Computer-Vision-Group/DwNet 📦 ubc-vision/DwNet 📦 HappyBahman/ldvdGAN
2 VideoFlow VideoFlow: A Conditional Flow-Based Model for Stochastic Video Generation 3.00 2019-03-04 📦 tensorflow/tensor2tensor
3 SAVP (from FVD) Stochastic Adversarial Video Prediction 2.00 2018-04-04 📦 alexlee-gk/video_prediction 📦 MIT-Omnipush/video-prediction 📦 kamran0153/impact-of-data-freshness-in-learning 📦 Bonennult/video_prediction
4 MCVD : c2t5p28 MCVD: Masked Conditional Video Diffusion for Prediction, Generation, and Interpolation 2.00 2022-05-19 📦 voletiv/mcvd-pytorch 📦 showlab/FAR
5 MCVD : c2t5p14 MCVD: Masked Conditional Video Diffusion for Prediction, Generation, and Interpolation 2.00 2022-05-19 📦 voletiv/mcvd-pytorch 📦 showlab/FAR
6 Hier-VRNN Improved Conditional VRNNs for Video Prediction 2.00 2019-04-27 📦 facebookresearch/improved_vrnn
7 SAVP (from vRNN) Stochastic Adversarial Video Prediction 2.00 2018-04-04 📦 alexlee-gk/video_prediction 📦 MIT-Omnipush/video-prediction 📦 kamran0153/impact-of-data-freshness-in-learning 📦 Bonennult/video_prediction
8 VRNN 1L Improved Conditional VRNNs for Video Prediction 2.00 2019-04-27 📦 facebookresearch/improved_vrnn
9 SAVP (from SRVP) Stochastic Adversarial Video Prediction 2.00 2018-04-04 📦 alexlee-gk/video_prediction 📦 MIT-Omnipush/video-prediction 📦 kamran0153/impact-of-data-freshness-in-learning 📦 Bonennult/video_prediction
10 WAM Exploring Spatial-Temporal Multi-Frequency Analysis for High-Fidelity and Temporal-Consistency Video Prediction 2.00 2020-02-23 📦 Bei-Jin/STMFANet

All Papers (31)