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MineGAN++: Mining Generative Models for Efficient Knowledge Transfer to Limited Data Domains


Apr 28, 2021
Yaxing Wang, Abel Gonzalez-Garcia, Chenshen Wu, Luis Herranz, Fahad Shahbaz Khan, Shangling Jui, Joost van de Weijer

* Technical report. arXiv admin note: substantial text overlap with arXiv:1912.05270 

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Rich Semantics Improve Few-shot Learning


Apr 26, 2021
Mohamed Afham, Salman Khan, Muhammad Haris Khan, Muzammal Naseer, Fahad Shahbaz Khan


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Handwriting Transformers


Apr 08, 2021
Ankan Kumar Bhunia, Salman Khan, Hisham Cholakkal, Rao Muhammad Anwer, Fahad Shahbaz Khan, Mubarak Shah


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Deep Gaussian Processes for Few-Shot Segmentation


Mar 30, 2021
Joakim Johnander, Johan Edstedt, Martin Danelljan, Michael Felsberg, Fahad Shahbaz Khan

* 15 pages, 6 figures 

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On Generating Transferable Targeted Perturbations


Mar 26, 2021
Muzammal Naseer, Salman Khan, Munawar Hayat, Fahad Shahbaz Khan, Fatih Porikli

* Source Code is available at https://github.com/Muzammal-Naseer/TTP 

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Orthogonal Projection Loss


Mar 25, 2021
Kanchana Ranasinghe, Muzammal Naseer, Munawar Hayat, Salman Khan, Fahad Shahbaz Khan


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Towards Open World Object Detection


Mar 03, 2021
K J Joseph, Salman Khan, Fahad Shahbaz Khan, Vineeth N Balasubramanian

* To appear in CVPR 2021 as an ORAL paper. Code is available in https://github.com/JosephKJ/OWOD 

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Exploring Complementary Strengths of Invariant and Equivariant Representations for Few-Shot Learning


Mar 01, 2021
Mamshad Nayeem Rizve, Salman Khan, Fahad Shahbaz Khan, Mubarak Shah

* accepted in CVPR 2021 

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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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Generative Multi-Label Zero-Shot Learning


Jan 28, 2021
Akshita Gupta, Sanath Narayan, Salman Khan, Fahad Shahbaz Khan, Ling Shao, Joost van de Weijer

* 10 pages, source code is available at https://github.com/akshitac8/Generative_MLZSL 

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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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Learning to Fuse Asymmetric Feature Maps in Siamese Trackers


Dec 04, 2020
Wencheng Han, Xingping Dong, Fahad Shahbaz Khan, Ling Shao, Jianbing Shen


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Anomaly Detection in Video via Self-Supervised and Multi-Task Learning


Nov 15, 2020
Mariana-Iuliana Georgescu, Antonio Barbalau, Radu Tudor Ionescu, Fahad Shahbaz Khan, Marius Popescu, Mubarak Shah


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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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From Handcrafted to Deep Features for Pedestrian Detection: A Survey


Oct 01, 2020
Jiale Cao, Yanwei Pang, Jin Xie, Fahad Shahbaz Khan, Ling Shao

* 23 pages, 10 figures, Projects: https://github.com/JialeCao001/PedSurvey 

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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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A Scene-Agnostic Framework with Adversarial Training for Abnormal Event Detection in Video


Aug 27, 2020
Mariana-Iuliana Georgescu, Radu Tudor Ionescu, Fahad Shahbaz Khan, Marius Popescu, Mubarak Shah

* Under review 

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Image Colorization: A Survey and Dataset


Aug 25, 2020
Saeed Anwar, Muhammad Tahir, Chongyi Li, Ajmal Mian, Fahad Shahbaz Khan, Abdul Wahab Muzaffar


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SipMask: Spatial Information Preservation for Fast Image and Video Instance Segmentation


Jul 29, 2020
Jiale Cao, Rao Muhammad Anwer, Hisham Cholakkal, Fahad Shahbaz Khan, Yanwei Pang, Ling Shao

* ECCV2020; Code: https://github.com/JialeCao001/SipMask 

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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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Semi-supervised Learning for Few-shot Image-to-Image Translation


Apr 02, 2020
Yaxing Wang, Salman Khan, Abel Gonzalez-Garcia, Joost van de Weijer, Fahad Shahbaz Khan

* CVPR2020 

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Learning Human-Object Interaction Detection using Interaction Points


Mar 31, 2020
Tiancai Wang, Tong Yang, Martin Danelljan, Fahad Shahbaz Khan, Xiangyu Zhang, Jian Sun

* Accepted to CVPR 2020 

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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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Latent Embedding Feedback and Discriminative Features for Zero-Shot Classification


Mar 17, 2020
Sanath Narayan, Akshita Gupta, Fahad Shahbaz Khan, Cees G. M. Snoek, Ling Shao


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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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