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Deep Reinforcement Learning in Computer Vision: A Comprehensive Survey


Aug 25, 2021
Ngan Le, Vidhiwar Singh Rathour, Kashu Yamazaki, Khoa Luu, Marios Savvides


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Is Label Smoothing Truly Incompatible with Knowledge Distillation: An Empirical Study


Apr 01, 2021
Zhiqiang Shen, Zechun Liu, Dejia Xu, Zitian Chen, Kwang-Ting Cheng, Marios Savvides

* ICLR 2021. Project page: http://zhiqiangshen.com/projects/LS_and_KD/index.html 

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Unsupervised Disentanglement of Linear-Encoded Facial Semantics


Mar 30, 2021
Yutong Zheng, Yu-Kai Huang, Ran Tao, Zhiqiang Shen, Marios Savvides

* Accepted in IEEE Conference on Computer Vision and Pattern Recognition 2021 (CVPR2021) 

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Semantic Relation Reasoning for Shot-Stable Few-Shot Object Detection


Mar 19, 2021
Chenchen Zhu, Fangyi Chen, Uzair Ahmed, Zhiqiang Shen, Marios Savvides

* CVPR 2021 

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S2-BNN: Bridging the Gap Between Self-Supervised Real and 1-bit Neural Networks via Guided Distribution Calibration


Feb 17, 2021
Zhiqiang Shen, Zechun Liu, Jie Qin, Lei Huang, Kwang-Ting Cheng, Marios Savvides

* Technical report, 10 pages. Self-supervised binary neural networks using distillation loss (5.5~15% improvement over contrastive baseline) 

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Partial Is Better Than All: Revisiting Fine-tuning Strategy for Few-shot Learning


Feb 08, 2021
Zhiqiang Shen, Zechun Liu, Jie Qin, Marios Savvides, Kwang-Ting Cheng

* AAAI 2021. A search based fine-tuning strategy for few-shot learning 

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A Multi-task Contextual Atrous Residual Network for Brain Tumor Detection & Segmentation


Dec 03, 2020
Ngan Le, Kashu Yamazaki, Dat Truong, Kha Gia Quach, Marios Savvides

* Accepted in ICPR 2020 

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Online Ensemble Model Compression using Knowledge Distillation


Nov 15, 2020
Devesh Walawalkar, Zhiqiang Shen, Marios Savvides


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MEAL V2: Boosting Vanilla ResNet-50 to 80%+ Top-1 Accuracy on ImageNet without Tricks


Sep 17, 2020
Zhiqiang Shen, Marios Savvides

* A short technical report. Code and pre-trained models are available at: https://github.com/szq0214/MEAL-V2 

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Binarizing MobileNet via Evolution-based Searching


May 15, 2020
Hai Phan, Zechun Liu, Dang Huynh, Marios Savvides, Kwang-Ting Cheng, Zhiqiang Shen

* Accepted by CVPR2020 

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Attentive CutMix: An Enhanced Data Augmentation Approach for Deep Learning Based Image Classification


Apr 05, 2020
Devesh Walawalkar, Zhiqiang Shen, Zechun Liu, Marios Savvides


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Rethinking Image Mixture for Unsupervised Visual Representation Learning


Mar 11, 2020
Zhiqiang Shen, Zechun Liu, Zhuang Liu, Marios Savvides, Trevor Darrell


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ReActNet: Towards Precise Binary Neural Network with Generalized Activation Functions


Mar 07, 2020
Zechun Liu, Zhiqiang Shen, Marios Savvides, Kwang-Ting Cheng


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Solving Missing-Annotation Object Detection with Background Recalibration Loss


Feb 12, 2020
Han Zhang, Fangyi Chen, Zhiqiang Shen, Qiqi Hao, Chenchen Zhu, Marios Savvides

* 5 pages. Paper has been accepted by ICASSP 2020 for presentation in a lecture (oral) session 

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Soft Anchor-Point Object Detection


Nov 27, 2019
Chenchen Zhu, Fangyi Chen, Zhiqiang Shen, Marios Savvides


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Towards a Hypothesis on Visual Transformation based Self-Supervision


Nov 24, 2019
Dipan K. Pal, Sreena Nallamothu, Marios Savvides

* Draft 

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SCL: Towards Accurate Domain Adaptive Object Detection via Gradient Detach Based Stacked Complementary Losses


Nov 21, 2019
Zhiqiang Shen, Harsh Maheshwari, Weichen Yao, Marios Savvides


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Learning Non-Parametric Invariances from Data with Permanent Random Connectomes


Nov 13, 2019
Dipan K. Pal, Marios Savvides

* Preprint (accepted at NeurIPS SVRHM 2019) 

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Adversarial-Based Knowledge Distillation for Multi-Model Ensemble and Noisy Data Refinement


Aug 22, 2019
Zhiqiang Shen, Zhankui He, Wanyun Cui, Jiahui Yu, Yutong Zheng, Chenchen Zhu, Marios Savvides

* This is an extended version of our previous conference paper arXiv:1812.02425 

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MoBiNet: A Mobile Binary Network for Image Classification


Jul 31, 2019
Hai Phan, Dang Huynh, Yihui He, Marios Savvides, Zhiqiang Shen


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Proximal Splitting Networks for Image Restoration


Mar 17, 2019
Raied Aljadaany, Dipan K. Pal, Marios Savvides


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Feature Selective Anchor-Free Module for Single-Shot Object Detection


Mar 02, 2019
Chenchen Zhu, Yihui He, Marios Savvides

* CVPR 2019 

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RankGAN: A Maximum Margin Ranking GAN for Generating Faces


Dec 19, 2018
Rahul Dey, Felix Juefei-Xu, Vishnu Naresh Boddeti, Marios Savvides

* Best Student Paper Award at Asian Conference on Computer Vision (ACCV), 2018 at Perth, Australia. Includes main paper and supplementary material. Total 32 pages including references 

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Deep Recurrent Level Set for Segmenting Brain Tumors


Oct 10, 2018
T. Hoang Ngan Le, Raajitha Gummadi, Marios Savvides

* booktitle="Medical Image Computing and Computer Assisted Intervention -- MICCAI 2018", year="2018", publisher="Springer International Publishing", 

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Softer-NMS: Rethinking Bounding Box Regression for Accurate Object Detection


Sep 23, 2018
Yihui He, Xiangyu Zhang, Marios Savvides, Kris Kitani


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