2018.md

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Action prediction papers 2018

Abu et al., "When Will You Do What? - Anticipating Temporal Occurrences Of Activities", CVPR, 2018. paper arxiv code

Datasets
• 50Salads
• Breakfast
Metrics
• Accuracy
Bibtex

@InProceedings{Farha_2018_CVPR,
    author = "Abu Farha, Yazan and Richard, Alexander and Gall, Juergen",
    title = "When Will You Do What? - Anticipating Temporal Occurrences Of Activities",
    booktitle = "CVPR",
    year = "2018"
}

Suzuki et al., "Anticipating Traffic Accidents With Adaptive Loss And Large-Scale Incident Db", CVPR, 2018. paper arxiv

Datasets
• DAD
Metrics
• Accuracy
• Recall
• Precision
• F1
• mAP
• ATTC
Bibtex

@InProceedings{Suzuki_2018_CVPR,
    author = "Suzuki, Tomoyuki and Kataoka, Hirokatsu and Aoki, Yoshimitsu and Satoh, Yutaka",
    title = "Anticipating Traffic Accidents With Adaptive Loss And Large-Scale Incident Db",
    booktitle = "CVPR",
    year = "2018"
}

Yao et al., "Multiple Granularity Group Interaction Prediction", CVPR, 2018. paper

Datasets
• CA
• SBUKI
Metrics
• Accuracy
Bibtex

@InProceedings{Yao_2018_CVPR,
    author = "Yao, Taiping and Wang, Minsi and Ni, Bingbing and Wei, Huawei and Yang, Xiaokang",
    title = "Multiple Granularity Group Interaction Prediction",
    booktitle = "CVPR",
    year = "2018"
}

Liu et al., "SSNet: Scale Selection Network For Online 3D Action Prediction", CVPR, 2018. paper

Datasets
• PKU-MMD
• OAD
Metrics
• Accuracy
Bibtex

@InProceedings{Liu_2018_CVPR_ssnet,
    author = "Liu, Jun and Shahroudy, Amir and Wang, Gang and Duan, Ling-Yu and Kot, Alex C.",
    title = "{SSNet}: Scale Selection Network For Online {3D} Action Prediction",
    booktitle = "CVPR",
    year = "2018"
}

Chen et al., "Part-Activated Deep Reinforcement Learning For Action Prediction", ECCV, 2018. paper

Datasets
• UCF-101
• UTI
• BIT
Metrics
• Accuracy
Bibtex

@InProceedings{Chen_2018_ECCV,
    author = "Chen, Lei and Lu, Jiwen and Song, Zhanjie and Zhou, Jie",
    title = "Part-Activated Deep Reinforcement Learning For Action Prediction",
    booktitle = "ECCV",
    year = "2018"
}

Shen et al., "Egocentric Activity Prediction Via Event Modulated Attention", ECCV, 2018. paper

Datasets
• GTEA Gaze+
• GTEA Gaze
Metrics
• Accuracy
Bibtex

@InProceedings{Shen_2018_ECCV,
    author = "Shen, Yang and Ni, Bingbing and Li, Zefan and Zhuang, Ning",
    title = "Egocentric Activity Prediction Via Event Modulated Attention",
    booktitle = "ECCV",
    year = "2018"
}

Shi et al., "Action Anticipation With RBF Kernelized Feature Mapping RNN", ECCV, 2018. paper arxiv

Datasets
• UCF-101
• UTI
• JHMDB
Metrics
• Accuracy
Bibtex

@InProceedings{Shi_2018_ECCV,
    author = "Shi, Yuge and Fernando, Basura and Hartley, Richard",
    title = "Action Anticipation With {RBF} Kernelized Feature Mapping {RNN}",
    booktitle = "ECCV",
    year = "2018"
}

Aliakbarian et al., "VIENA2: A Driving Anticipation Dataset", ACCV, 2018. paper arxiv

Datasets
• JAAD
• VIENA
Metrics
• Accuracy
Bibtex

@InProceedings{Aliakbarian_2018_ACCV,
    author = "Aliakbarian, Mohammad Sadegh and Saleh, Fatemeh Sadat and Salzmann, Mathieu and Fernando, Basura and Petersson, Lars and Andersson, Lars",
    editor = "Jawahar, C. V. and Li, Hongdong and Mori, Greg and Schindler, Konrad",
    title = "{VIENA2}: A Driving Anticipation Dataset",
    booktitle = "ACCV",
    year = "2018"
}

Bütepage et al., "Anticipating Many Futures: Online Human Motion Prediction And Generation For Human-Robot Interaction", ICRA, 2018. paper arxiv

Datasets
• Custom
Metrics
• Accuracy
Bibtex

@InProceedings{Butepage_2018_ICRA,
    author = "Bütepage, J. and Kjellström, H. and Kragic, D.",
    booktitle = "ICRA",
    title = "Anticipating Many Futures: Online Human Motion Prediction And Generation For Human-Robot Interaction",
    year = "2018"
}

Scheel et al., "Situation Assessment For Planning Lane Changes: Combining Recurrent Models And Prediction", ICRA, 2018. paper arxiv

Datasets
• NGSIM
Metrics
• Accuracy
Bibtex

@InProceedings{Scheel_2018_ICRA,
    author = "Scheel, O. and Schwarz, L. and Navab, N. and Tombari, F.",
    booktitle = "ICRA",
    title = "Situation Assessment For Planning Lane Changes: Combining Recurrent Models And Prediction",
    year = "2018"
}

Strickland et al., "Deep Predictive Models For Collision Risk Assessment In Autonomous Driving", ICRA, 2018. paper arxiv

Datasets
• Custom
Metrics
• Accuracy
• MCC
Bibtex

@InProceedings{Strickland_2018_ICRA,
    author = "Strickland, M. and Fainekos, G. and Amor, H. B.",
    booktitle = "ICRA",
    title = "Deep Predictive Models For Collision Risk Assessment In Autonomous Driving",
    year = "2018"
}

Schydlo et al., "Anticipation In Human-Robot Cooperation: A Recurrent Neural Network Approach For Multiple Action Sequences Prediction", ICRA, 2018. paper arxiv

Datasets
• CAD-120
• ACTICIPATE
Metrics
• Accuracy
• F1
Bibtex

@InProceedings{Schydlo_2018_ICRA_2,
    author = "Schydlo, P. and Rakovic, M. and Jamone, L. and Santos-Victor, J.",
    booktitle = "ICRA",
    title = "Anticipation In Human-Robot Cooperation: A Recurrent Neural Network Approach For Multiple Action Sequences Prediction",
    year = "2018"
}

Ziaeetabar et al., "Prediction Of Manipulation Action Classes Using Semantic Spatial Reasoning", IROS, 2018. paper

Datasets
• MANIAC
Metrics
• PP
Bibtex

@InProceedings{Ziaeetabar_2018_IROS,
    author = "Ziaeetabar, F. and Kulvicius, T. and Tamosiunaite, M. and Wörgötter, F.",
    booktitle = "IROS",
    title = "Prediction Of Manipulation Action Classes Using Semantic Spatial Reasoning",
    year = "2018"
}

Cho et al., "A Temporal Sequence Learning For Action Recognition And Prediction", WACV, 2018. paper arxiv

Datasets
• UCF-101
• HMDB
Metrics
• Accuracy
Bibtex

@InProceedings{Cho_2018_WACV,
    author = "Cho, S. and Foroosh, H.",
    booktitle = "WACV",
    title = "A Temporal Sequence Learning For Action Recognition And Prediction",
    year = "2018"
}

Zyner et al., "A Recurrent Neural Network Solution for Predicting Driver Intention at Unsignalized Intersections", RAL, 2018. paper

Datasets
• Custom
Metrics
• Accuracy
Bibtex

@Article{Zyner_2018_RAL,
    author = "Zyner, A. and Worrall, S. and Nebot, E.",
    journal = "RAL",
    title = "A Recurrent Neural Network Solution for Predicting Driver Intention at Unsignalized Intersections",
    year = "2018",
    volume = "3",
    number = "3",
    pages = "1759-1764"
}

Casas et al., "IntentNet: Learning To Predict Intention From Raw Sensor Data", CoRL, 2018. paper

Datasets
• Custom
Metrics
• Recall
• mAP
Bibtex

@InProceedings{Casas_2018_CORL,
    author = "Casas, Sergio and Luo, Wenjie and Urtasun, Raquel",
    title = "{IntentNet}: Learning To Predict Intention From Raw Sensor Data",
    booktitle = "CoRL",
    year = "2018"
}

Zhong et al., "Unsupervised Learning For Forecasting Action Representations", ICIP, 2018. paper

Datasets
• TV Human Interaction
• THUMOS
Metrics
• Accuracy
Bibtex

@InProceedings{Zhong_2018_ICIP,
    author = "Zhong, Y. and Zheng, W.",
    booktitle = "ICIP",
    title = "Unsupervised Learning For Forecasting Action Representations",
    year = "2018"
}