Label-Efficient Learning

2025

1. 

   OmViD: Omni-supervised active learning for video action detection

   Aayush Rana, Akash Kumar, Vibhav Vineet, and Yogesh S Rawat

   In IEEE/CVF International Conference on Computer Vision Workshops (ICCVW), 2025

   ICCVW Bib Code

   @inproceedings{rana2025omvid,
     title = {OmViD: Omni-supervised active learning for video action detection},
     author = {Rana, Aayush and Kumar, Akash and Vineet, Vibhav and Rawat, Yogesh S},
     booktitle = {IEEE/CVF International Conference on Computer Vision Workshops (ICCVW)},
     pages = {6911--6921},
     year = {2025},
   }

2024

1. 

   Semi-supervised active learning for video action detection

   Ayush Singh, Aayush J Rana, Akash Kumar, Shruti Vyas, and Yogesh Singh Rawat

   In Proceedings of the AAAI Conference on Artificial Intelligence, 2024

   AAAI Bib PDF Code

   @inproceedings{singh2024semi,
     title = {Semi-supervised active learning for video action detection},
     author = {Singh, Ayush and Rana, Aayush J and Kumar, Akash and Vyas, Shruti and Rawat, Yogesh Singh},
     booktitle = {Proceedings of the AAAI Conference on Artificial Intelligence},
     volume = {38},
     number = {5},
     pages = {4891--4899},
     year = {2024},
   }

2023

1. 

   Hybrid active learning via deep clustering for video action detection

   Aayush J Rana and Yogesh S Rawat

   In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

   Bib PDF Code

   @inproceedings{rana2023hybrid,
     title = {Hybrid active learning via deep clustering for video action detection},
     author = {Rana, Aayush J and Rawat, Yogesh S},
     booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
     pages = {18867--18877},
     year = {2023},
   }

2022

1. 

   End-to-End Semi-Supervised Learning for Video Action Detection

   Akash Kumar and Yogesh Singh Rawat

   In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2022

   CVPR Bib

   @inproceedings{kumar2022end,
     title = {End-to-End Semi-Supervised Learning for Video Action Detection},
     author = {Kumar, Akash and Rawat, Yogesh Singh},
     booktitle = {Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition},
     year = {2022},
   }

2. 

   Are all Frames Equal? Active Sparse Labeling for Video Action Detection

   Aayush Rana and Yogesh S Rawat

   In Advances in Neural Information Processing Systems, 2022

   NeurIPS Bib HTML Code

   @inproceedings{rana2022all,
     title = {Are all Frames Equal? Active Sparse Labeling for Video Action Detection},
     author = {Rana, Aayush and Rawat, Yogesh S},
     booktitle = {Advances in Neural Information Processing Systems},
     year = {2022},
   }

2021

1. 

   In defense of pseudo-labeling: An uncertainty-aware pseudo-label selection framework for semi-supervised learning

   Mamshad Nayeem Rizve, Kevin Duarte, Yogesh S Rawat, and Mubarak Shah

   In The International Conference on Learning Representations (ICLR), 2021

   ICLR Bib PDF Video Code

   @inproceedings{rizve2021defense,
     title = {In defense of pseudo-labeling: An uncertainty-aware pseudo-label selection framework for semi-supervised learning},
     author = {Rizve, Mamshad Nayeem and Duarte, Kevin and Rawat, Yogesh S and Shah, Mubarak},
     booktitle = {The International Conference on Learning Representations (ICLR)},
     year = {2021},
   }