2nd YouTube-8M Large-Scale Video Understanding Workshop

The 2nd YouTube-8M Large-Scale Video Understanding Challenge

Joonseok Lee,

Apostol (Paul) Natsev,

Walter Reade,

Rahul Sukthankar,

George Toderici

[pdf]

[bibtex]

@InProceedings{Lee_2018_ECCV_Workshops},
author = {Lee, Joonseok and (Paul) Natsev, Apostol and Reade, Walter and Sukthankar, Rahul and Toderici, George},
title = {The 2nd YouTube-8M Large-Scale Video Understanding Challenge},
booktitle = {Proceedings of the European Conference on Computer Vision (ECCV) Workshops},
month = {September},
year = {2018}
}

NeXtVLAD: An Efficient Neural Network to Aggregate Frame-level Features for Large-scale Video Classification

Rongcheng Lin,

Jing Xiao,

Jianping Fan

[pdf] [arXiv]

[bibtex]

@InProceedings{Lin_2018_ECCV_Workshops},
author = {Lin, Rongcheng and Xiao, Jing and Fan, Jianping},
title = {NeXtVLAD: An Efficient Neural Network to Aggregate Frame-level Features for Large-scale Video Classification},
booktitle = {Proceedings of the European Conference on Computer Vision (ECCV) Workshops},
month = {September},
year = {2018}
}

Non-local NetVLAD Encoding for Video Classification

Yongyi Tang,

Xing Zhang,

Lin Ma,

Jingwen Wang,

Shaoxiang Chen,

Yu-Gang Jiang

[pdf] [arXiv]

[bibtex]

@InProceedings{Tang_2018_ECCV_Workshops},
author = {Tang, Yongyi and Zhang, Xing and Ma, Lin and Wang, Jingwen and Chen, Shaoxiang and Jiang, Yu-Gang},
title = {Non-local NetVLAD Encoding for Video Classification},
booktitle = {Proceedings of the European Conference on Computer Vision (ECCV) Workshops},
month = {September},
year = {2018}
}

Learnable Pooling Methods for Video Classification

Sebastian Kmiec,

Juhan Bae,

Ruijian An

[pdf] [arXiv]

[bibtex]

@InProceedings{Kmiec_2018_ECCV_Workshops},
author = {Kmiec, Sebastian and Bae, Juhan and An, Ruijian},
title = {Learnable Pooling Methods for Video Classification},
booktitle = {Proceedings of the European Conference on Computer Vision (ECCV) Workshops},
month = {September},
year = {2018}
}

Constrained-size Tensorflow Models for YouTube-8M Video Understanding Challenge

Tianqi Liu,

Bo Liu

[pdf] [arXiv]

[bibtex]

@InProceedings{Liu_2018_ECCV_Workshops},
author = {Liu, Tianqi and Liu, Bo},
title = {Constrained-size Tensorflow Models for YouTube-8M Video Understanding Challenge},
booktitle = {Proceedings of the European Conference on Computer Vision (ECCV) Workshops},
month = {September},
year = {2018}
}

Label Denoising with Large Ensembles of Heterogeneous Neural Networks

Pavel Ostyakov,

Elizaveta Logacheva,

Roman Suvorov,

Vladimir Aliev,

Gleb Sterkin,

Oleg Khomenko,

Sergey I. Nikolenko

[pdf] [arXiv]

[bibtex]

@InProceedings{Ostyakov_2018_ECCV_Workshops},
author = {Ostyakov, Pavel and Logacheva, Elizaveta and Suvorov, Roman and Aliev, Vladimir and Sterkin, Gleb and Khomenko, Oleg and Nikolenko, Sergey I.},
title = {Label Denoising with Large Ensembles of Heterogeneous Neural Networks},
booktitle = {Proceedings of the European Conference on Computer Vision (ECCV) Workshops},
month = {September},
year = {2018}
}

Hierarchical Video Frame Sequence Representation with Deep Convolutional Graph Network

Feng Mao,

Xiang Wu,

Hui Xue,

Rong Zhang

[pdf] [arXiv]

[bibtex]

@InProceedings{Mao_2018_ECCV_Workshops},
author = {Mao, Feng and Wu, Xiang and Xue, Hui and Zhang, Rong},
title = {Hierarchical Video Frame Sequence Representation with Deep Convolutional Graph Network},
booktitle = {Proceedings of the European Conference on Computer Vision (ECCV) Workshops},
month = {September},
year = {2018}
}

Training compact deep learning models for video classification using circulant matrices

Alexandre Araujo,

Benjamin Negrevergne,

Yann Chevaleyre,

Jamal Atif

[pdf] [arXiv]

[bibtex]

@InProceedings{Araujo_2018_ECCV_Workshops},
author = {Araujo, Alexandre and Negrevergne, Benjamin and Chevaleyre, Yann and Atif, Jamal},
title = {Training compact deep learning models for video classification using circulant matrices},
booktitle = {Proceedings of the European Conference on Computer Vision (ECCV) Workshops},
month = {September},
year = {2018}
}

Towards Good Practices for Multi-modal Fusion in Large-scale Video Classification

Jinlai Liu,

Zehuan Yuan,

Changhu Wang

[pdf] [arXiv]

[bibtex]

@InProceedings{Liu_2018_ECCV_Workshops},
author = {Liu, Jinlai and Yuan, Zehuan and Wang, Changhu},
title = {Towards Good Practices for Multi-modal Fusion in Large-scale Video Classification},
booktitle = {Proceedings of the European Conference on Computer Vision (ECCV) Workshops},
month = {September},
year = {2018}
}

Building a Size Constrained Predictive Model for Video Classification

Miha Skalic,

David Austin

[pdf]

[bibtex]

@InProceedings{Skalic_2018_ECCV_Workshops},
author = {Skalic, Miha and Austin, David},
title = {Building a Size Constrained Predictive Model for Video Classification},
booktitle = {Proceedings of the European Conference on Computer Vision (ECCV) Workshops},
month = {September},
year = {2018}
}

Temporal Attention Mechanism with Conditional Inference for Large-Scale Multi-Label Video Classification

Eun-Sol Kim,

Kyoung-Woon On,

Jongseok Kim,

Yu-Jung Heo,

Seong-Ho Choi,

Hyun-Dong Lee,

Byoung-Tak Zhang

[pdf]

[bibtex]

@InProceedings{Kim_2018_ECCV_Workshops},
author = {Kim, Eun-Sol and On, Kyoung-Woon and Kim, Jongseok and Heo, Yu-Jung and Choi, Seong-Ho and Lee, Hyun-Dong and Zhang, Byoung-Tak},
title = {Temporal Attention Mechanism with Conditional Inference for Large-Scale Multi-Label Video Classification},
booktitle = {Proceedings of the European Conference on Computer Vision (ECCV) Workshops},
month = {September},
year = {2018}
}

Approach for Video Classification with Multi-label on YouTube-8M Dataset

Kwangsoo Shin,

Junhyeong Jeon,

Seungbin Lee,

Boyoung Lim,

Minsoo Jeong,

Jongho Nang

[pdf] [arXiv]

[bibtex]

@InProceedings{Shin_2018_ECCV_Workshops},
author = {Shin, Kwangsoo and Jeon, Junhyeong and Lee, Seungbin and Lim, Boyoung and Jeong, Minsoo and Nang, Jongho},
title = {Approach for Video Classification with Multi-label on YouTube-8M Dataset},
booktitle = {Proceedings of the European Conference on Computer Vision (ECCV) Workshops},
month = {September},
year = {2018}
}

Learning Video Features for Multi-Label Classification

Shivam Garg

[pdf]

[bibtex]

@InProceedings{Garg_2018_ECCV_Workshops},
author = {Garg, Shivam},
title = {Learning Video Features for Multi-Label Classification},
booktitle = {Proceedings of the European Conference on Computer Vision (ECCV) Workshops},
month = {September},
year = {2018}
}

Large-Scale Video Classification with Feature Space Augmentation coupled with Learned Label Relations and Ensembling

Choongyeun Cho,

Benjamin Antin,

Sanchit Arora,

Shwan Ashrafi,

Peilin Duan,

Dang The Huynh,

Lee James,

Hang Tuan Nguyen,

Mojtaba Solgi,

Cuong Van Than

[pdf] [arXiv]

[bibtex]

@InProceedings{Cho_2018_ECCV_Workshops},
author = {Cho, Choongyeun and Antin, Benjamin and Arora, Sanchit and Ashrafi, Shwan and Duan, Peilin and The Huynh, Dang and James, Lee and Tuan Nguyen, Hang and Solgi, Mojtaba and Van Than, Cuong},
title = {Large-Scale Video Classification with Feature Space Augmentation coupled with Learned Label Relations and Ensembling},
booktitle = {Proceedings of the European Conference on Computer Vision (ECCV) Workshops},
month = {September},
year = {2018}
}