Unsupervised Visual Attention and Invariance for Reinforcement Learning 2021 Xudong Wang, Long Lian, Stella X. Yu unknown test environments, unsupervised, videos Unsupervised Learning for Robust Fitting: A Reinforcement Learning Approach 2021 Giang Truong, Huu Le, David Suter, Erchuan Zhang, Syed Zulqarnain Gilani Robust model fitting, unsupervised learning Progressive Modality Reinforcement for Human Multimodal Emotion Recognition From Unaligned Multimodal Sequences 2021 Fengmao Lv, Xiang Chen, Yanyong Huang, Lixin Duan, Guosheng Lin Multimodal Emotion Recognition, crossmodal transformer Combining Semantic Guidance and Deep Reinforcement Learning for Generating Human Level Paintings 2021 Jaskirat Singh, Liang Zheng Generation, Paintings, little variation in position, scale and saliency Iterative Shrinking for Referring Expression Grounding Using Deep Reinforcement Learning 2021 Mingjie Sun, Jimin Xiao, Eng Gee Lim Shrinking, localizing according to a query sentence ReAgent: Point Cloud Registration Using Imitation and Reinforcement Learning 2021 Dominik Bauer, Timothy Patten, Markus Vincze Point Cloud Registration, imitation learning Learning When and Where to Zoom With Deep Reinforcement Learning 2020 Burak Uzkent, Stefano Ermon resolution, automatic select resolution. UNAS: Differentiable Architecture Search Meets Reinforcement Learning 2020 Arash Vahdat, Arun Mallya, Ming-Yu Liu, Jan Kautz differentiable neural architecture search, RL-CycleGAN: Reinforcement Learning Aware Simulation-to-Real 2020 Kanishka Rao, Chris Harris, Alex Irpan, Sergey Levine, Julian Ibarz, Mohi Khansari CycleGAN Straight to the Point: Fast-Forwarding Videos via Reinforcement Learning Using Textual Data 2020 Washington Ramos, Michel Silva, Edson Araujo, Leandro Soriano Marcolino, Erickson Nascimento video, text Can We Learn Heuristics for Graphical Model Inference Using Reinforcement Learning? 2020 Safa Messaoud, Maghav Kumar, Alexander G. Schwing Graphical Model Inference PFRL: Pose-Free Reinforcement Learning for 6D Pose Estimation 2020 Jianzhun Shao, Yuhang Jiang, Gu Wang, Zhigang Li, Xiangyang Ji pose estimation Unsupervised Reinforcement Learning of Transferable Meta-Skills for Embodied Navigation 2020 Juncheng Li, Xin Wang, Siliang Tang, Haizhou Shi, Fei Wu, Yueting Zhuang, William Yang Wang Visual navigation Mitigating Bias in Face Recognition Using Skewness-Aware Reinforcement Learning 2020 Mei Wang, Weihong Deng Face Recognition Iteratively-Refined Interactive 3D Medical Image Segmentation With Multi-Agent Reinforcement Learning 2020 Xuan Liao, Wenhao Li, Qisen Xu, Xiangfeng Wang, Bo Jin, Xiaoyun Zhang, Yanfeng Wang, Ya Zhang 3D Medical Image Segmentation Predicting Goal-Directed Human Attention Using Inverse Reinforcement Learning 2020 Zhibo Yang, Lihan Huang, Yupei Chen, Zijun Wei, Seoyoung Ahn, Gregory Zelinsky, Dimitris Samaras, Minh Hoai Human Attention Predict Dynamic Face Video Segmentation via Reinforcement Learning 2020 Yujiang Wang, Mingzhi Dong, Jie Shen, Yang Wu, Shiyang Cheng, Maja Pantic Video Segmentation End-to-End Model-Free Reinforcement Learning for Urban Driving Using Implicit Affordances 2020 Marin Toromanoff, Emilie Wirbel, Fabien Moutarde autonomous driving Deep Reinforcement Learning of Volume-Guided Progressive View Inpainting for 3D Point Scene Completion From a Single Depth Image 2019 Xiaoguang Han, Zhaoxuan Zhang, Dong Du, Mingdai Yang, Jingming Yu, Pan Pan, Xin Yang, Ligang Liu, Zixiang Xiong, Shuguang Cui 3D view inpainting, deep Q-Network, SUNCG data Language-Driven Temporal Activity Localization: A Semantic Matching Reinforcement Learning Model 2019 Weining Wang, Yan Huang, Liang Wang action detection, semantic matching reinforcement learning, TACoS, Charades-STA and DiDeMo dataset RL-GAN-Net: A Reinforcement Learning Agent Controlled GAN Network for Real-Time Point Cloud Shape Completion 2019 Muhammad Sarmad, Hyunjoo Jenny Lee, Young Min Kim Cloud Shape Completion, GAN Enhanced Bayesian Compression via Deep Reinforcement Learning 2019 Xin Yuan, Liangliang Ren, Jiwen Lu, Jie Zhou compress the deep networks via reinforcement learning IRLAS: Inverse Reinforcement Learning for Architecture Search 2019 Minghao Guo, Zhao Zhong, Wei Wu, Dahua Lin, Junjie Yan architecture search, learn to search network structures Automatic Face Aging in Videos via Deep Reinforcement Learning 2019 Chi Nhan Duong, Khoa Luu, Kha Gia Quach, Nghia Nguyen, Eric Patterson, Tien D. Bui, Ngan Le automatically age-progressed facial images Sim-Real Joint Reinforcement Transfer for 3D Indoor Navigation 2019 Fengda Zhu, Linchao Zhu, Yi Yang 3D indoor navigation SeedNet: Automatic Seed Generation With Deep Reinforcement Learning for Robust Interactive Segmentation 2018 Gwangmo Song, Heesoo Myeong, Kyoung Mu Lee image seed generation Crafting a Toolchain for Image Restoration by Deep Reinforcement Learning 2018 Ke Yu, Chao Dong, Liang Lin, Chen Change Loy image restoration Environment Upgrade Reinforcement Learning for Non-Differentiable Multi-Stage Pipelines 2018 Shuqin Xie, Zitian Chen, Chao Xu, Cewu Lu image, pose, multi-stage Video Captioning via Hierarchical Reinforcement Learning 2018 Xin Wang, Wenhu Chen, Jiawei Wu, Yuan-Fang Wang, William Yang Wang Video Captioning Deep Progressive Reinforcement Learning for Skeleton-Based Action Recognition 2018 Yansong Tang, Yi Tian, Jiwen Lu, Peiyang Li, Jie Zhou Action Recognition Distort-and-Recover: Color Enhancement Using Deep Reinforcement Learning 2018 Jongchan Park, Joon-Young Lee, Donggeun Yoo, In So Kweon image color Enhancement FFNet: Video Fast-Forwarding via Reinforcement Learning 2018 Shuyue Lan, Rameswar Panda, Qi Zhu, Amit K. Roy-Chowdhury video fast-forwarding and tailer. Deep Reinforcement Learning of Region Proposal Networks for Object Detection 2018 Aleksis Pirinen, Cristian Sminchisescu image object detection A2-RL: Aesthetics Aware Reinforcement Learning for Image Cropping 2018 Debang Li, Huikai Wu, Junge Zhang, Kaiqi Huang Image Cropping GraphBit: Bitwise Interaction Mining via Deep Reinforcement Learning 2018 Yueqi Duan, Ziwei Wang, Jiwen Lu, Xudong Lin, Jie Zhou directed acyclic graph Reinforcement Cutting-Agent Learning for Video Object Segmentation 2018 Junwei Han, Le Yang, Dingwen Zhang, Xiaojun Chang, Xiaodan Liang Video Object Segmentation