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Transformer Transforms Salient Object Detection and Camouflaged Object Detection


Apr 20, 2021
Yuxin Mao, Jing Zhang, Zhexiong Wan, Yuchao Dai, Aixuan Li, Yunqiu Lv, Xinyu Tian, Deng-Ping Fan, Nick Barnes

* Technical report, 15 pages, 18 figures 

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Learning structure-aware semantic segmentation with image-level supervision


Apr 15, 2021
Jiawei Liu, Jing Zhang, Yicong Hong, Nick Barnes

* IJCNN2021 

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Weakly Supervised Video Salient Object Detection


Apr 06, 2021
Wangbo Zhao, Jing Zhang, Long Li, Nick Barnes, Nian Liu, Junwei Han

* 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 

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Semantic Segmentation for Real Point Cloud Scenes via Bilateral Augmentation and Adaptive Fusion


Mar 12, 2021
Shi Qiu, Saeed Anwar, Nick Barnes

* Accepted in CVPR2021 

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Simultaneously Localize, Segment and Rank the Camouflaged Objects


Mar 06, 2021
Yunqiu Lyu, Jing Zhang, Yuchao Dai, Aixuan Li, Bowen Liu, Nick Barnes, Deng-Ping Fan

* Accepted by IEEE/CVF CVPR 2021. Our code and dataset are publicly available at https://github.com/JingZhang617/COD-Rank-Localize-and-Segment 

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Recursive Training for Zero-Shot Semantic Segmentation


Feb 26, 2021
Ce Wang, Moshiur Farazi, Nick Barnes


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Robust normalizing flows using Bernstein-type polynomials


Feb 06, 2021
Sameera Ramasinghe, Kasun Fernando, Salman Khan, Nick Barnes


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Uncertainty-Aware Deep Calibrated Salient Object Detection


Dec 10, 2020
Jing Zhang, Yuchao Dai, Xin Yu, Mehrtash Harandi, Nick Barnes, Richard Hartley

* Completed in 2019 

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3D Guided Weakly Supervised Semantic Segmentation


Dec 01, 2020
Weixuan Sun, Jing Zhang, Nick Barnes


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How to train your conditional GAN: An approach using geometrically structured latent manifolds


Nov 30, 2020
Sameera Ramasinghe, Moshiur Farazi, Salman Khan, Nick Barnes, Stephen Gould


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Conditional Generative Modeling via Learning the Latent Space


Oct 09, 2020
Sameera Ramasinghe, Kanchana Ranasinghe, Salman Khan, Nick Barnes, Stephen Gould


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Attention Guided Semantic Relationship Parsing for Visual Question Answering


Oct 05, 2020
Moshiur Farazi, Salman Khan, Nick Barnes


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Uncertainty Inspired RGB-D Saliency Detection


Sep 07, 2020
Jing Zhang, Deng-Ping Fan, Yuchao Dai, Saeed Anwar, Fatemeh Saleh, Sadegh Aliakbarian, Nick Barnes


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Learning Noise-Aware Encoder-Decoder from Noisy Labels by Alternating Back-Propagation for Saliency Detection


Jul 23, 2020
Jing Zhang, Jianwen Xie, Nick Barnes

* ECCV2020 

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Dense-Resolution Network for Point Cloud Classification and Segmentation


May 14, 2020
Shi Qiu, Saeed Anwar, Nick Barnes


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Attention Prior for Real Image Restoration


Apr 26, 2020
Saeed Anwar, Nick Barnes, Lars Petersson

* arXiv admin note: substantial text overlap with arXiv:1904.07396 

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UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders


Apr 13, 2020
Jing Zhang, Deng-Ping Fan, Yuchao Dai, Saeed Anwar, Fatemeh Sadat Saleh, Tong Zhang, Nick Barnes

* Accepted by IEEE CVPR 2020 (ORAL). Code: https://github.com/JingZhang617/UCNet 

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How to Train Your Event Camera Neural Network


Apr 09, 2020
Timo Stoffregen, Cedric Scheerlinck, Davide Scaramuzza, Tom Drummond, Nick Barnes, Lindsay Kleeman, Robert Mahony

* Edited to correct mistake in Table 4 (results for UnFlowNet were quoted in a couple of the MVSEC sequences from arXiv:1802.06898, rather than the EVFlowNet results) 

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A Systematic Evaluation: Fine-Grained CNN vs. Traditional CNN Classifiers


Mar 24, 2020
Saeed Anwar, Nick Barnes, Lars Petersson


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Any-Shot Object Detection


Mar 16, 2020
Shafin Rahman, Salman Khan, Nick Barnes, Fahad Shahbaz Khan


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Accuracy vs. Complexity: A Trade-off in Visual Question Answering Models


Jan 20, 2020
Moshiur R. Farazi, Salman H. Khan, Nick Barnes


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Spectral-GANs for High-Resolution 3D Point-cloud Generation


Dec 04, 2019
Sameera Ramasinghe, Salman Khan, Nick Barnes, Stephen Gould


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Geometric Feedback Network for Point Cloud Classification


Dec 02, 2019
Shi Qiu, Saeed Anwar, Nick Barnes


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Representation Learning on Unit Ball with 3D Roto-Translational Equivariance


Nov 30, 2019
Sameera Ramasinghe, Salman Khan, Nick Barnes, Stephen Gould

* arXiv admin note: text overlap with arXiv:1901.00616 

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Blended Convolution and Synthesis for Efficient Discrimination of 3D Shapes


Aug 24, 2019
Sameera Ramasinghe, Salman Khan, Nick Barnes, Stephen Gould


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Question-Agnostic Attention for Visual Question Answering


Aug 09, 2019
Moshiur R Farazi, Salman H Khan, Nick Barnes


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Densely Residual Laplacian Super-Resolution


Jul 01, 2019
Saeed Anwar, Nick Barnes


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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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CED: Color Event Camera Dataset


Apr 24, 2019
Cedric Scheerlinck, Henri Rebecq, Timo Stoffregen, Nick Barnes, Robert Mahony, Davide Scaramuzza

* Conference on Computer Vision and Pattern Recognition Workshops 

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