A curated list of papers and resources linked to Action Anticipation and Early Action Recognition from videos.
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Action Anticipation Papers
- Learning to Anticipate Egocentric Actions by Imagination - Y. Wu et al. - TIP, 2021.
- Anticipative Video Transformer - Girdhar et al. - arXiv, 2021.
- Forecasting Human-Object Interaction: Joint Prediction of Motor Attention and Actions in First Person Video - M. Liu et al. - ECCV, 2020.
- Rolling-Unrolling LSTMs for Action Anticipation from First-Person Video - A. Furnari, G. M. Farinella - PAMI, 2020.
- Temporal Aggregate Representations for Long-Range Video Understanding - F. Sener et al. - ECCV, 2020.
- TTPP: Temporal Transformer with Progressive Prediction for Efficient Action Anticipation - W. Wang et al. - arXiv, 2020.
- Leveraging the Present to Anticipate the Future in Videos - A. Miech et al. - CVPRW, 2019.
- Predicting the Future: A Jointly Learnt Model for Action Anticipation - H. Gammulle et al. - ICCV, 2019.
- Time-Conditioned Action Anticipation in One Shot - Q. Ke et al. - CVPR, 2019.
- What Would You Expect? Anticipating Egocentric Actions With Rolling-Unrolling LSTMs and Modality Attention - A. Furnari and G. M. Farinella - ICCV, 2019.
- Action Anticipation By Predicting Future Dynamic Images - C. Rodriguez et al. - ECCVW, 2018.
- Encouraging LSTMs to Anticipate Actions Very Early - M. S. Aliakbarian et al. - ICCV, 2017.
Early Action Recognition Papers
- Rolling-Unrolling LSTMs for Action Anticipation from First-Person Video - Furnari et al - PAMI, 2020.
- What Would You Expect? Anticipating Egocentric Actions With Rolling-Unrolling LSTMs and Modality Attention - Furnari et al - ICCV, 2019.
- Predicting the Future: A Jointly Learnt Model for Action Anticipation - Gammulle et al - ICCV, 2019.
- Spatiotemporal Feature Residual Propagation for Action Prediction - Zhao et al - ICCV, 2019.
- Relational Action Forecasting - Sun et al - CVPR, 2020.
- Progressive Teacher-student Learning for Early Action Prediction - Wang et al - CVPR, 2019.
- Action Anticipation with RBF Kernelized Feature Mapping RNN - Chen et al - ECCV, 2018.
- Part-Activated Deep Reinforcement Learning for Action Prediction - Chen et al - ECCV, 2018.
- Temporal Relational Reasoning in Videos - Zhou et al - ECCV, 2018.
- Human Action Recognition and Prediction: A Survey - Kong et al - arxiv, 2018.
- SSNet: Scale Selection Network for Online 3D Action Prediction - Liu et al - CVPR, 2018.
- Action Prediction from Videos via Memorizing Hard-to-Predict Samples - Kong et al - AAAI, 2018.
- On Encoding Temporal Evolution for Real-time Action Prediction - Rezazadegan et al - arXiv, 2018.
- Predictive Learning: Using Future Representation Learning Variantial Autoencoder for Human Action Prediction - Runsheng et al - arXiv, 2017.
- Encouraging LSTMs to Anticipate Actions Very Early - Aliakbarian et al - ICCV, 2017.
- Online Real-time Multiple Spatiotemporal Action Localisation and Prediction - Singh et al - ICCV, 2017.
- Visual Forecasting by Imitating Dynamics in Natural Sequences - *Zeng et al *- ICCV, 2017.
- Binary Coding for Partial Action Analysis with Limited Observation Ratios - Qin et al - CVPR, 2017.
- Deep Sequential Context Networks for Action Prediction - Kong et al - CVPR, 2017.
- RED: Reinforced Encoder-Decoder Networks for Action Anticipation - Gao et al - BMVC, 2017.
- Anticipating Visual Representations from Unlabeled Video - Vondrick et al - CVPR, 2016.
- Learning Activity Progression in LSTMs for Activity Detection and Early Detection - Ma et al - CVPR, 2016.
- Deep Action- and Context-Aware Sequence Learning for Activity Recognition and Anticipation - Aliakbarian et al - arXiv, 2016.
- A hierarchical representation for future action prediction - Lan et al - ECCV, 2014.
- A Discriminative Model with Multiple Temporal Scales for Action Prediction - Kong et al - ECCV, 2014.
- Human activity prediction: Early recognition of ongoing activities from streaming videos - Ryoo et al - ICCV, 2011.
Action Anticipation Datasets
Early Action Recognition Datasets
Competitions
Contributions are most welcome, if you have any suggestions and improvements, please create an issue or raise a pull request.
Note that:
- This list is not exhaustive.
- The lists use alphabetical order for fairness.