2020.md

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Other prediction papers 2020

Oh et al., "HCNAF: Hyper-Conditioned Neural Autoregressive Flow and its Application for Probabilistic Occupancy Map Forecasting", CVPR, 2020. paper arxiv

Datasets
• MNIST
• CARLA
Metrics
• NLL
Bibtex

@InProceedings{Oh_2020_CVPR,
    author = "Oh, Geunseob and Valois, Jean-Sebastien",
    title = "{HCNAF}: Hyper-Conditioned Neural Autoregressive Flow and its Application for Probabilistic Occupancy Map Forecasting",
    booktitle = "CVPR",
    year = "2020"
}

Qi et al., "Imitative Non-Autoregressive Modeling for Trajectory Forecasting and Imputation", CVPR, 2020. paper

Datasets
• BTD
• PEMS-SF
• Custom
Metrics
• MSE
• ED
Bibtex

@InProceedings{Qi_2020_CVPR,
    author = "Qi, Mengshi and Qin, Jie and Wu, Yu and Yang, Yi",
    title = "Imitative Non-Autoregressive Modeling for Trajectory Forecasting and Imputation",
    booktitle = "CVPR",
    year = "2020"
}

Saric et al., "Warp to the Future: Joint Forecasting of Features and Feature Motion", CVPR, 2020. paper

Datasets
• Cityscapes
Metrics
• IoU
Bibtex

@InProceedings{Saric_2020_CVPR,
    author = "Saric, Josip and Orsic, Marin and Antunovic, Tonci and Vrazic, Sacha and Segvic, Sinisa",
    title = "Warp to the Future: Joint Forecasting of Features and Feature Motion",
    booktitle = "CVPR",
    year = "2020"
}

Yang et al., "FaceScape: A Large-Scale High Quality 3D Face Dataset and Detailed Riggable 3D Face Prediction", CVPR, 2020. paper arxiv code

Datasets
• FaceScape
Metrics
• ME
Bibtex

@InProceedings{Yang_2020_CVPR,
    author = "Yang, Haotian and Zhu, Hao and Wang, Yanru and Huang, Mingkai and Shen, Qiu and Yang, Ruigang and Cao, Xun",
    title = "{FaceScape}: A Large-Scale High Quality 3D Face Dataset and Detailed Riggable {3D} Face Prediction",
    booktitle = "CVPR",
    year = "2020"
}

Hu et al., "Probabilistic Future Prediction for Video Scene Understanding", ECCV, 2020. paper arxiv

Datasets
• Cityscapes
• Custom
Metrics
• IoU
• DDM
• AEPE
• SILE
Bibtex

@InProceedings{Hu_2020_ECCV,
    author = "Hu, Anthony and Cotter, Fergal and Mohan, Nikhil and Gurau, Corina and Kendall, Alex",
    title = "Probabilistic Future Prediction for Video Scene Understanding",
    booktitle = "ECCV",
    year = "2020"
}

Ramakrishnan et al., "Occupancy Anticipation for Efficient Exploration and Navigation", ECCV, 2020. paper arxiv code

Datasets
• Matterport3D
• Gibson Env
• Habitat
Metrics
• IoU
• F1
• Accuracy
Bibtex

@InProceedings{Ramakrishnan_2020_ECCV,
    author = "Ramakrishnan, Santhosh K and Al-Halah, Ziad and Grauman, Kristen",
    title = "Occupancy Anticipation for Efficient Exploration and Navigation",
    booktitle = "ECCV",
    year = "2020"
}

Sohn et al., "Laying the Foundations of Deep Long-Term Crowd Flow Prediction", ECCV, 2020. paper

Datasets
• GC
• LTCF
Metrics
• MSE
• MAE
Bibtex

@InProceedings{Sohn_2020_ECCV,
    author = "Sohn, Samuel S and Zhou, Honglu and Moon, Seonghyeon and Yoon, Sejong and Pavlovic, Vladimir and Kapadia, Mubbasir",
    title = "Laying the Foundations of Deep Long-Term Crowd Flow Prediction",
    booktitle = "ECCV",
    year = "2020"
}

Wang et al., "Self-supervised Video Representation Learning by Pace Prediction", ECCV, 2020. paper arxiv code

Datasets
• UCF-101
• Kinetics-400
• HMDB
Metrics
• Accuracy
Bibtex

@InProceedings{Wang_2020_ECCV_2,
    author = "Wang, Jiangliu and Jiao, Jianbo and Liu, Yun-Hui",
    title = "Self-supervised Video Representation Learning by Pace Prediction",
    booktitle = "ECCV",
    year = "2020"
}

Kataoka et al., "Joint Pedestrian Detection and Risk-level Prediction with Motion-Representation-by-Detection", ICRA, 2020. paper

Datasets
• Custom
Metrics
• F1
• Recall
• Precision
Bibtex

@InProceedings{Kataoka_2020_ICRA,
    author = "Kataoka, H. and Suzuki, T. and Nakashima, K. and Satoh, Y. and Aoki, Y.",
    booktitle = "ICRA",
    title = "Joint Pedestrian Detection and Risk-level Prediction with Motion-Representation-by-Detection",
    year = "2020"
}

Wang et al., "Group Split and Merge Prediction With 3D Convolutional Networks", RAL, 2020. paper

Datasets
• UCY
• ETH
Metrics
• F1
• Recall
• Precision
Bibtex

@Article{Wang_2020_RAL,
    author = "Wang, A. and Steinfeld, A.",
    journal = "RAL",
    title = "Group Split and Merge Prediction With 3D Convolutional Networks",
    year = "2020",
    volume = "5",
    number = "2",
    pages = "1923-1930"
}