2020.md

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Action prediction papers 2020

Epstein et al., "Oops! Predicting Unintentional Action in Video", CVPR, 2020. paper arxiv code

Datasets
• Oops!
Metrics
• Accuracy
Bibtex

@InProceedings{Epstein_2020_CVPR,
    author = "Epstein, Dave and Chen, Boyuan and Vondrick, Carl",
    title = "Oops! Predicting Unintentional Action in Video",
    booktitle = "CVPR",
    year = "2020"
}

Chen et al., "Group Activity Prediction with Sequential Relational Anticipation Model", ECCV, 2020. paper arxiv

Datasets
• CA
• Volleyball
Metrics
• Accuracy
Bibtex

@InProceedings{Chen_2020_ECCV,
    author = "Chen, Junwen and Bao, Wentao and Kong, Yu",
    title = "Group Activity Prediction with Sequential Relational Anticipation Model",
    booktitle = "ECCV",
    year = "2020"
}

Li et al., "HARD-Net: Hardness-AwaRe Discrimination Network for 3D Early Activity Prediction", ECCV, 2020. paper

Datasets
• NTU RGB-D
• FPHA
Metrics
• Accuracy
• AUC
Bibtex

@InProceedings{Li_2020_ECCV,
    author = "Li, Tianjiao and Liu, Jun and Zhang, Wei and Duan, Lingyu",
    title = "{HARD-Net}: Hardness-AwaRe Discrimination Network for {3D} Early Activity Prediction",
    booktitle = "ECCV",
    year = "2020"
}

Liu et al., "Forecasting Human Object Interaction: Joint Prediction of Motor Attention and Actions in First Person Video", ECCV, 2020. paper arxiv code

Datasets
• Epic-Kitchens
• EGTEA Gaze+
Metrics
• Accuracy
• Recall
• Precision
• F1
• FDE
• ADE
• KLD
Bibtex

@InProceedings{Liu_2020_ECCV,
    author = "Liu, Miao and Tang, Siyu and Li, Yin and Rehg, James",
    title = "Forecasting Human Object Interaction: Joint Prediction of Motor Attention and Actions in First Person Video",
    booktitle = "ECCV",
    year = "2020"
}

Piergiovanni et al., "Adversarial Generative Grammars for Human Activity Prediction", ECCV, 2020. paper arxiv

Datasets
• 50Salads
• THUMOS
• Charades
Metrics
• Accuracy
• mAP
Bibtex

@InProceedings{Piergiovanni_2020_ECCV,
    author = "Piergiovanni, AJ and Angelova, Anelia and Toshev, Alexander and Ryoo, Michael S",
    title = "Adversarial Generative Grammars for Human Activity Prediction",
    booktitle = "ECCV",
    year = "2020"
}

Zhao et al., "On Diverse Asynchronous Activity Anticipation", ECCV, 2020. paper

Datasets
• Epic-Kitchens
• 50Salads
• Breakfast
Metrics
• Accuracy
Bibtex

@InProceedings{Zhao_2020_ECCV,
    author = "Zhao, He and Wildes, Richard P.",
    title = "On Diverse Asynchronous Activity Anticipation",
    booktitle = "ECCV",
    year = "2020"
}

Morais et al., "Learning to Abstract and Predict Human Actions", BMVC, 2020. paper arxiv code

Datasets
• Breakfast
Metrics
• MoF
• MoC
Bibtex

@InProceedings{Morais_2020_BMVC,
    author = "Morais, Romero and Le, Vuong and Tran, Truyen and Venkatesh, Svetha",
    title = "Learning to Abstract and Predict Human Actions",
    booktitle = "BMVC",
    year = "2020"
}

Chaabane et al., "Looking Ahead: Anticipating Pedestrians Crossing with Future Frames Prediction", WACV, 2020. paper arxiv

Datasets
• JAAD
Metrics
• AP
Bibtex

@InProceedings{Chaabane_2020_WACV,
    author = "Chaabane, Mohamed and Trabelsi, Ameni and Blanchard, Nathaniel and Beveridge, Ross",
    title = "Looking Ahead: Anticipating Pedestrians Crossing with Future Frames Prediction",
    booktitle = "WACV",
    year = "2020"
}

Driess et al., "Deep Visual Reasoning: Learning to Predict Action Sequences for Task and Motion Planning from an Initial Scene Image", RSS, 2020. paper arxiv

Datasets
• Custom
Metrics
• Run Time
Bibtex

@InProceedings{Driess_2020_RSS,
    author = "Driess, Danny and Ha, Jung-Su and Toussaint, Marc",
    title = "Deep Visual Reasoning: Learning to Predict Action Sequences for Task and Motion Planning from an Initial Scene Image",
    booktitle = "RSS",
    year = "2020"
}

Filatov et al., "Any Motion Detector: Learning Class-agnostic Scene Dynamics from a Sequence of LiDAR Point Clouds", ICRA, 2020. paper arxiv

Datasets
• KITTI
• CARLA
Metrics
• AP
Bibtex

@InProceedings{Filatov_2020_ICRA,
    author = "Filatov, A. and Rykov, A. and Murashkin, V.",
    booktitle = "ICRA",
    title = "Any Motion Detector: Learning Class-agnostic Scene Dynamics from a Sequence of {LiDAR} Point Clouds",
    year = "2020"
}

Ito et al., "Anticipating the Start of User Interaction for Service Robot in the Wild", ICRA, 2020. paper

Datasets
• Custom
Metrics
• AP
• RT
Bibtex

@InProceedings{Ito_2020_ICRA,
    author = "Ito, K. and Kong, Q. and Horiguchi, S. and Sumiyoshi, T. and Nagamatsu, K.",
    booktitle = "ICRA",
    title = "Anticipating the Start of User Interaction for Service Robot in the Wild",
    year = "2020"
}

Jayaraman et al., "Analysis and Prediction of Pedestrian Crosswalk Behavior during Automated Vehicle Interactions", ICRA, 2020. paper arxiv

Datasets
• Custom
Metrics
• Accuracy
• Recall
• Precision
• F1
Bibtex

@InProceedings{Jayaraman_2020_ICRA,
    author = "Jayaraman, S. K. and Tilbury, D. M. and Yang, X. Jessie and Pradhan, A. K. and Robert, L. P.",
    booktitle = "ICRA",
    title = "Analysis and Prediction of Pedestrian Crosswalk Behavior during Automated Vehicle Interactions",
    year = "2020"
}

Qiao et al., "Human Driver Behavior Prediction based on UrbanFlow*", ICRA, 2020. paper arxiv

Datasets
• Custom
Metrics
• Accuracy
Bibtex

@InProceedings{Qiao_2020_ICRA,
    author = "Qiao, Z. and Zhao, J. and Zhu, J. and Tyree, Z. and Mudalige, P. and Schneider, J. and Dolan, J. M.",
    booktitle = "ICRA",
    title = "Human Driver Behavior Prediction based on {UrbanFlow*}",
    year = "2020"
}

Zaech et al., "Action Sequence Predictions of Vehicles in Urban Environments using Map and Social Context", IROS, 2020. paper arxiv

Datasets
• Argoverse
Metrics
• AP
Bibtex

@InProceedings{Zaech_2020_IROS,
    author = "Zaech, J. -N. and Dai, D. and Liniger, A. and Gool, L. V.",
    booktitle = "IROS",
    title = "Action Sequence Predictions of Vehicles in Urban Environments using Map and Social Context",
    year = "2020"
}

Berlati et al., "Ambiguity in Sequential Data: Predicting Uncertain Futures With Recurrent Models", RAL, 2020. paper arxiv

Datasets
• NGSIM
Metrics
• Recall
• Precision
• F1
Bibtex

@Article{Berlati_2020_RAL,
    author = "Berlati, A. and Scheel, O. and Stefano, L. D. and Tombari, F.",
    journal = "RAL",
    title = "Ambiguity in Sequential Data: Predicting Uncertain Futures With Recurrent Models",
    year = "2020",
    volume = "5",
    number = "2",
    pages = "2935-2942"
}

Liu et al., "Spatiotemporal Relationship Reasoning for Pedestrian Intent Prediction", RAL, 2020. paper arxiv

Datasets
• JAAD
• STIP
Metrics
• Accuracy
Bibtex

@Article{Liu_2020_RAL,
    author = "Liu, B. and Adeli, E. and Cao, Z. and Lee, K. and Shenoi, A. and Gaidon, A. and Niebles, J. C.",
    journal = "RAL",
    title = "Spatiotemporal Relationship Reasoning for Pedestrian Intent Prediction",
    year = "2020",
    volume = "5",
    number = "2",
    pages = "3485-3492"
}