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Task2Sim : Towards Effective Pre-training and Transfer from Synthetic Data


Nov 30, 2021
Samarth Mishra, Rameswar Panda, Cheng Perng Phoo, Chun-Fu Chen, Leonid Karlinsky, Kate Saenko, Venkatesh Saligrama, Rogerio S. Feris

* Pre-print 

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Cascaded Multilingual Audio-Visual Learning from Videos


Nov 08, 2021
Andrew Rouditchenko, Angie Boggust, David Harwath, Samuel Thomas, Hilde Kuehne, Brian Chen, Rameswar Panda, Rogerio Feris, Brian Kingsbury, Michael Picheny, James Glass

* Presented at Interspeech 2021. This version contains updated results using the YouCook-Japanese dataset 

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Selective Regression Under Fairness Criteria


Oct 28, 2021
Abhin Shah, Yuheng Bu, Joshua Ka-Wing Lee, Subhro Das, Rameswar Panda, Prasanna Sattigeri, Gregory W. Wornell


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Contrast and Mix: Temporal Contrastive Video Domain Adaptation with Background Mixing


Oct 28, 2021
Aadarsh Sahoo, Rutav Shah, Rameswar Panda, Kate Saenko, Abir Das

* Accepted to NeurIPS 2021. Project page: https://cvir.github.io/projects/comix 

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Dynamic Network Quantization for Efficient Video Inference


Aug 23, 2021
Ximeng Sun, Rameswar Panda, Chun-Fu Chen, Aude Oliva, Rogerio Feris, Kate Saenko

* ICCV 2021 Camera Ready Version 

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An Image Classifier Can Suffice For Video Understanding


Jun 30, 2021
Quanfu Fan, Chun-Fu, Chen, Rameswar Panda


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An Image Classifier Can Suffice Video Understanding


Jun 26, 2021
Quanfu Fan, Chun-Fu, Chen, Rameswar Panda


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IA-RED$^2$: Interpretability-Aware Redundancy Reduction for Vision Transformers


Jun 23, 2021
Bowen Pan, Yifan Jiang, Rameswar Panda, Zhangyang Wang, Rogerio Feris, Aude Oliva


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Dynamic Distillation Network for Cross-Domain Few-Shot Recognition with Unlabeled Data


Jun 14, 2021
Ashraful Islam, Chun-Fu Chen, Rameswar Panda, Leonid Karlinsky, Rogerio Feris, Richard J. Radke


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RegionViT: Regional-to-Local Attention for Vision Transformers


Jun 04, 2021
Chun-Fu Chen, Rameswar Panda, Quanfu Fan


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AdaMML: Adaptive Multi-Modal Learning for Efficient Video Recognition


May 12, 2021
Rameswar Panda, Chun-Fu Chen, Quanfu Fan, Ximeng Sun, Kate Saenko, Aude Oliva, Rogerio Feris


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Multimodal Clustering Networks for Self-supervised Learning from Unlabeled Videos


May 05, 2021
Brian Chen, Andrew Rouditchenko, Kevin Duarte, Hilde Kuehne, Samuel Thomas, Angie Boggust, Rameswar Panda, Brian Kingsbury, Rogerio Feris, David Harwath, James Glass, Michael Picheny, Shih-Fu Chang


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Detector-Free Weakly Supervised Grounding by Separation


Apr 20, 2021
Assaf Arbelle, Sivan Doveh, Amit Alfassy, Joseph Shtok, Guy Lev, Eli Schwartz, Hilde Kuehne, Hila Barak Levi, Prasanna Sattigeri, Rameswar Panda, Chun-Fu Chen, Alex Bronstein, Kate Saenko, Shimon Ullman, Raja Giryes, Rogerio Feris, Leonid Karlinsky


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A Broad Study on the Transferability of Visual Representations with Contrastive Learning


Apr 01, 2021
Ashraful Islam, Chun-Fu Chen, Rameswar Panda, Leonid Karlinsky, Richard Radke, Rogerio Feris


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CrossViT: Cross-Attention Multi-Scale Vision Transformer for Image Classification


Mar 27, 2021
Chun-Fu Chen, Quanfu Fan, Rameswar Panda


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All at Once Network Quantization via Collaborative Knowledge Transfer


Mar 02, 2021
Ximeng Sun, Rameswar Panda, Chun-Fu Chen, Naigang Wang, Bowen Pan Kailash Gopalakrishnan, Aude Oliva, Rogerio Feris, Kate Saenko


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VA-RED$^2$: Video Adaptive Redundancy Reduction


Feb 15, 2021
Bowen Pan, Rameswar Panda, Camilo Fosco, Chung-Ching Lin, Alex Andonian, Yue Meng, Kate Saenko, Aude Oliva, Rogerio Feris

* Accepted in ICLR 2021 

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AdaFuse: Adaptive Temporal Fusion Network for Efficient Action Recognition


Feb 10, 2021
Yue Meng, Rameswar Panda, Chung-Ching Lin, Prasanna Sattigeri, Leonid Karlinsky, Kate Saenko, Aude Oliva, Rogerio Feris

* Accepted to ICLR2021 

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Semi-Supervised Action Recognition with Temporal Contrastive Learning


Feb 04, 2021
Ankit Singh, Omprakash Chakraborty, Ashutosh Varshney, Rameswar Panda, Rogerio Feris, Kate Saenko, Abir Das

* Under review 

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A Maximal Correlation Approach to Imposing Fairness in Machine Learning


Dec 30, 2020
Joshua Lee, Yuheng Bu, Prasanna Sattigeri, Rameswar Panda, Gregory Wornell, Leonid Karlinsky, Rogerio Feris

* 9 Pages 4 Figures 

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Select, Label, and Mix: Learning Discriminative Invariant Feature Representations for Partial Domain Adaptation


Dec 06, 2020
Aadarsh Sahoo, Rameswar Panda, Rogerio Feris, Kate Saenko, Abir Das


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Large Scale Neural Architecture Search with Polyharmonic Splines


Nov 20, 2020
Ulrich Finkler, Michele Merler, Rameswar Panda, Mayoore S. Jaiswal, Hui Wu, Kandan Ramakrishnan, Chun-Fu Chen, Minsik Cho, David Kung, Rogerio Feris, Bishwaranjan Bhattacharjee


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Deep Analysis of CNN-based Spatio-temporal Representations for Action Recognition


Oct 23, 2020
Chun-Fu Chen, Rameswar Panda, Kandan Ramakrishnan, Rogerio Feris, John Cohn, Aude Oliva, Quanfu Fan

* Codes and models are available on https://github.com/IBM/action-recognition-pytorch 

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Measurement-driven Security Analysis of Imperceptible Impersonation Attacks


Aug 26, 2020
Shasha Li, Karim Khalil, Rameswar Panda, Chengyu Song, Srikanth V. Krishnamurthy, Amit K. Roy-Chowdhury, Ananthram Swami

* accepted and appears in ICCCN 2020 

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Adversarial Knowledge Transfer from Unlabeled Data


Aug 13, 2020
Akash Gupta, Rameswar Panda, Sujoy Paul, Jianming Zhang, Amit K. Roy-Chowdhury

* Accepted to ACM Multimedia 2020 

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Mitigating Dataset Imbalance via Joint Generation and Classification


Aug 12, 2020
Aadarsh Sahoo, Ankit Singh, Rameswar Panda, Rogerio Feris, Abir Das

* Accepted in ECCV2020 Workshop on Imbalance Problems in Computer Vision (IPCV) 

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