2015.md

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Action prediction papers 2015

Jain et al., "Car That Knows Before You Do: Anticipating Maneuvers Via Learning Temporal Driving Models", ICCV, 2015. paper arxiv

Datasets
• Brain4Cars
Metrics
• Recall
• Precision
• TTM
• FP
Bibtex

@InProceedings{Jain_2015_ICCV,
    author = "Jain, Ashesh and Koppula, Hema S. and Raghavan, Bharad and Soh, Shane and Saxena, Ashutosh",
    title = "Car That Knows Before You Do: Anticipating Maneuvers Via Learning Temporal Driving Models",
    booktitle = "ICCV",
    year = "2015"
}

Xu et al., "Activity Auto-Completion: Predicting Human Activities From Partial Videos", ICCV, 2015. paper

Datasets
• UTI
Metrics
• Accuracy
• MRR
Bibtex

@InProceedings{Xu_2015_ICCV,
    author = "Xu, Zhen and Qing, Laiyun and Miao, Jun",
    title = "Activity Auto-Completion: Predicting Human Activities From Partial Videos",
    booktitle = "ICCV",
    year = "2015"
}

Zhou et al., "Temporal Perception And Prediction In Ego-Centric Video", ICCV, 2015. paper code

Datasets
• FPPA
Metrics
• Accuracy
Bibtex

@InProceedings{Zhou_2015_ICCV,
    author = "Zhou, Yipin and Berg, Tamara L.",
    title = "Temporal Perception And Prediction In Ego-Centric Video",
    booktitle = "ICCV",
    year = "2015"
}

Pérez-D'Arpino et al., "Fast Target Prediction Of Human Reaching Motion For Cooperative Human-Robot Manipulation Tasks Using Time Series Classification", ICRA, 2015. paper

Datasets
• Custom
Metrics
• Accuracy
Bibtex

@InProceedings{Arpino_2015_ICRA,
    author = "Pérez-D'Arpino, C. and Shah, J. A.",
    booktitle = "ICRA",
    title = "Fast Target Prediction Of Human Reaching Motion For Cooperative Human-Robot Manipulation Tasks Using Time Series Classification",
    year = "2015"
}

Zhang et al., "Bio-Inspired Predictive Orientation Decomposition Of Skeleton Trajectories For Real-Time Human Activity Prediction", ICRA, 2015. paper

Datasets
• MSRDA
Metrics
• Accuracy
Bibtex

@InProceedings{Zhang_2015_ICRA,
    author = "Zhang, H. and Parker, L. E.",
    booktitle = "ICRA",
    title = "Bio-Inspired Predictive Orientation Decomposition Of Skeleton Trajectories For Real-Time Human Activity Prediction",
    year = "2015"
}

Galceran et al., "Multipolicy Decision-Making for Autonomous Driving via Changepoint-based Behavior Prediction", RSS, 2015. paper

Datasets
• Custom
Metrics
• Accuracy
• Precision
Bibtex

@InProceedings{Galceran_2015_RSS,
    author = "Galceran, Enric and Cunningham, Alexander G and Eustice, Ryan M and Olson, Edwin",
    title = "Multipolicy Decision-Making for Autonomous Driving via Changepoint-based Behavior Prediction",
    booktitle = "RSS",
    year = "2015"
}

Hashimoto et al., "Probability Estimation For Pedestrian Crossing Intention At Signalized Crosswalks", ICVES, 2015. paper

Datasets
• Custom
Metrics
• Accuracy
Bibtex

@InProceedings{Hashimoto_2015_ICVES,
    author = "Hashimoto, Yoriyoshi and Gu, Yanlei and Hsu, Li-Ta and Kamijo, Shunsuke",
    title = "Probability Estimation For Pedestrian Crossing Intention At Signalized Crosswalks",
    booktitle = "ICVES",
    year = "2015"
}

Kohler et al., "Stereo-Vision-Based Pedestrian's Intention Detection In A Moving Vehicle", ITSC, 2015. paper

Datasets
• Custom
Metrics
• Accuracy
Bibtex

@InProceedings{Kohler_2015_ITSC,
    author = "Kohler, Sebastian and Goldhammer, Michael and Zindler, Klaus and Doll, Konrad and Dietmeyer, Klaus",
    title = "Stereo-Vision-Based Pedestrian's Intention Detection In A Moving Vehicle",
    booktitle = "ITSC",
    year = "2015"
}

Volz et al., "Feature Relevance Estimation For Learning Pedestrian Behavior At Crosswalks", ITSC, 2015. paper

Datasets
• Custom
Metrics
• Accuracy
• TPR
• TNR
Bibtex

@InProceedings{Volz_2015_ITSC,
    author = "Volz, Benjamin and Mielenz, Holger and Agamennoni, Gabriel and Siegwart, Roland",
    title = "Feature Relevance Estimation For Learning Pedestrian Behavior At Crosswalks",
    booktitle = "ITSC",
    year = "2015"
}

Schulz et al., "Pedestrian Intention Recognition Using Latent-Dynamic Conditional Random Fields", IV, 2015. paper

Datasets
• Daimler Path
Metrics
• Accuracy
Bibtex

@InProceedings{Schulz_2015_IV,
    author = "Schulz, Andreas Th and Stiefelhagen, Rainer",
    title = "Pedestrian Intention Recognition Using Latent-Dynamic Conditional Random Fields",
    booktitle = "IV",
    year = "2015"
}