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Multi-Stage Progressive Image Restoration


Feb 04, 2021
Syed Waqas Zamir, Aditya Arora, Salman Khan, Munawar Hayat, Fahad Shahbaz Khan, Ming-Hsuan Yang, Ling Shao


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Transformers in Vision: A Survey


Jan 04, 2021
Salman Khan, Muzammal Naseer, Munawar Hayat, Syed Waqas Zamir, Fahad Shahbaz Khan, Mubarak Shah

* 24 pages 

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Low Light Image Enhancement via Global and Local Context Modeling


Jan 04, 2021
Aditya Arora, Muhammad Haris, Syed Waqas Zamir, Munawar Hayat, Fahad Shahbaz Khan, Ling Shao, Ming-Hsuan Yang


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D2-Net: Weakly-Supervised Action Localization via Discriminative Embeddings and Denoised Activations


Dec 11, 2020
Sanath Narayan, Hisham Cholakkal, Munawar Hayat, Fahad Shahbaz Khan, Ming-Hsuan Yang, Ling Shao


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Synthesizing the Unseen for Zero-shot Object Detection


Oct 19, 2020
Nasir Hayat, Munawar Hayat, Shafin Rahman, Salman Khan, Syed Waqas Zamir, Fahad Shahbaz Khan

* Accepted for publication at ACCV 2020 

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Meta-learning the Learning Trends Shared Across Tasks


Oct 19, 2020
Jathushan Rajasegaran, Salman Khan, Munawar Hayat, Fahad Shahbaz Khan, Mubarak Shah

* Code will be released at https://github.com/brjathu/PAMELA 

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AIM 2020 Challenge on Real Image Super-Resolution: Methods and Results


Sep 25, 2020
Pengxu Wei, Hannan Lu, Radu Timofte, Liang Lin, Wangmeng Zuo, Zhihong Pan, Baopu Li, Teng Xi, Yanwen Fan, Gang Zhang, Jingtuo Liu, Junyu Han, Errui Ding, Tangxin Xie, Liang Cao, Yan Zou, Yi Shen, Jialiang Zhang, Yu Jia, Kaihua Cheng, Chenhuan Wu, Yue Lin, Cen Liu, Yunbo Peng, Xueyi Zou, Zhipeng Luo, Yuehan Yao, Zhenyu Xu, Syed Waqas Zamir, Aditya Arora, Salman Khan, Munawar Hayat, Fahad Shahbaz Khan, Keon-Hee Ahn, Jun-Hyuk Kim, Jun-Ho Choi, Jong-Seok Lee, Tongtong Zhao, Shanshan Zhao, Yoseob Han, Byung-Hoon Kim, JaeHyun Baek, Haoning Wu, Dejia Xu, Bo Zhou, Wei Guan, Xiaobo Li, Chen Ye, Hao Li, Haoyu Zhong, Yukai Shi, Zhijing Yang, Xiaojun Yang, Haoyu Zhong, Xin Li, Xin Jin, Yaojun Wu, Yingxue Pang, Sen Liu, Zhi-Song Liu, Li-Wen Wang, Chu-Tak Li, Marie-Paule Cani, Wan-Chi Siu, Yuanbo Zhou, Rao Muhammad Umer, Christian Micheloni, Xiaofeng Cong, Rajat Gupta, Keon-Hee Ahn, Jun-Hyuk Kim, Jun-Ho Choi, Jong-Seok Lee, Feras Almasri, Thomas Vandamme, Olivier Debeir

* European Conference on Computer Vision Workshops, 2020 

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Stylized Adversarial Defense


Jul 29, 2020
Muzammal Naseer, Salman Khan, Munawar Hayat, Fahad Shahbaz Khan, Fatih Porikli

* Code is available at this http https://github.com/Muzammal-Naseer/SAT 

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Self-supervised Knowledge Distillation for Few-shot Learning


Jun 17, 2020
Jathushan Rajasegaran, Salman Khan, Munawar Hayat, Fahad Shahbaz Khan, Mubarak Shah


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A Self-supervised Approach for Adversarial Robustness


Jun 08, 2020
Muzammal Naseer, Salman Khan, Munawar Hayat, Fahad Shahbaz Khan, Fatih Porikli

* CVPR-2020 (Oral). Code this http https://github.com/Muzammal-Naseer/NRP

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iTAML: An Incremental Task-Agnostic Meta-learning Approach


Mar 25, 2020
Jathushan Rajasegaran, Salman Khan, Munawar Hayat, Fahad Shahbaz Khan, Mubarak Shah

* Accepted to CVPR 2020 

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CycleISP: Real Image Restoration via Improved Data Synthesis


Mar 17, 2020
Syed Waqas Zamir, Aditya Arora, Salman Khan, Munawar Hayat, Fahad Shahbaz Khan, Ming-Hsuan Yang, Ling Shao

* CVPR 2020 (Oral) 

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Learning Enriched Features for Real Image Restoration and Enhancement


Mar 15, 2020
Syed Waqas Zamir, Aditya Arora, Salman Khan, Munawar Hayat, Fahad Shahbaz Khan, Ming-Hsuan Yang, Ling Shao


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Towards Robust and Reproducible Active Learning Using Neural Networks


Feb 21, 2020
Prateek Munjal, Nasir Hayat, Munawar Hayat, Jamshid Sourati, Shadab Khan


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Unsupervised Primitive Discovery for Improved 3D Generative Modeling


Jun 09, 2019
Salman H. Khan, Yulan Guo, Munawar Hayat, Nick Barnes

* CVPR 2019 

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Random Path Selection for Incremental Learning


Jun 03, 2019
Jathushan Rajasegaran, Munawar Hayat, Salman Khan, Fahad Shahbaz Khan, Ling Shao


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Learned 3D Shape Representations Using Fused Geometrically Augmented Images: Application to Facial Expression and Action Unit Detection


Apr 08, 2019
Bilal Taha, Munawar Hayat, Stefano Berretti, Naoufel Werghi


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Adversarial Defense by Restricting the Hidden Space of Deep Neural Networks


Apr 07, 2019
Aamir Mustafa, Salman Khan, Munawar Hayat, Roland Goecke, Jianbing Shen, Ling Shao


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Max-margin Class Imbalanced Learning with Gaussian Affinity


Jan 23, 2019
Munawar Hayat, Salman Khan, Waqas Zamir, Jianbing Shen, Ling Shao


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Striking the Right Balance with Uncertainty


Jan 22, 2019
Salman Khan, Munawar Hayat, Waqas Zamir, Jianbing Shen, Ling Shao


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Image Super-Resolution as a Defense Against Adversarial Attacks


Jan 07, 2019
Aamir Mustafa, Salman H. Khan, Munawar Hayat, Jianbing Shen, Ling Shao

* 13 pages, 6 figures 

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Adversarial Training of Variational Auto-encoders for High Fidelity Image Generation


Apr 27, 2018
Salman H. Khan, Munawar Hayat, Nick Barnes


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Regularization of Deep Neural Networks with Spectral Dropout


Nov 23, 2017
Salman Khan, Munawar Hayat, Fatih Porikli


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Cost Sensitive Learning of Deep Feature Representations from Imbalanced Data


Mar 23, 2017
Salman H. Khan, Munawar Hayat, Mohammed Bennamoun, Ferdous Sohel, Roberto Togneri


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A Spatial Layout and Scale Invariant Feature Representation for Indoor Scene Classification


Aug 14, 2015
Munawar Hayat, Salman H. Khan, Mohammed Bennamoun, Senjian An


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A Discriminative Representation of Convolutional Features for Indoor Scene Recognition


Jun 17, 2015
Salman H. Khan, Munawar Hayat, Mohammed Bennamoun, Roberto Togneri, Ferdous Sohel


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