Computer Vision and Pattern Recognition

Authors and titles for August 2021

[1] arXiv:2108.00045 [pdf, other]

Title: Multi-Head Self-Attention via Vision Transformer for Zero-Shot Learning

Faisal Alamri, Anjan Dutta

Comments: Irish Machine Vision and Image Processing Conference (IMVIP) 2021

Subjects: Computer Vision and Pattern Recognition (cs.CV); Machine Learning (cs.LG)

[2] arXiv:2108.00048 [pdf, other]

Title: Controlling Weather Field Synthesis Using Variational Autoencoders

Dario Augusto Borges Oliveira, Jorge Guevara Diaz, Bianca Zadrozny, Campbell Watson

Comments: ICML Climate Change AI Workshop

Subjects: Computer Vision and Pattern Recognition (cs.CV)

[3] arXiv:2108.00049 [pdf, other]

Title: Object-aware Contrastive Learning for Debiased Scene Representation

Sangwoo Mo, Hyunwoo Kang, Kihyuk Sohn, Chun-Liang Li, Jinwoo Shin

Comments: NeurIPS 2021. First two authors contributed equally

Subjects: Computer Vision and Pattern Recognition (cs.CV); Machine Learning (cs.LG)

[4] arXiv:2108.00080 [pdf, other]

Title: A New Semi-supervised Learning Benchmark for Classifying View and Diagnosing Aortic Stenosis from Echocardiograms

Zhe Huang, Gary Long, Benjamin Wessler, Michael C. Hughes

Comments: To appear in the Proceedings of the Machine Learning for Healthcare (MLHC) conference, 2021. 20 pages (including 7 tables & 3 figures). 13 additional pages of references and supplementary material

Subjects: Computer Vision and Pattern Recognition (cs.CV); Machine Learning (cs.LG)

[5] arXiv:2108.00105 [pdf, other]

Title: Deep Feature Tracker: A Novel Application for Deep Convolutional Neural Networks

Mostafa Parchami, Saif Iftekar Sayed

Subjects: Computer Vision and Pattern Recognition (cs.CV); Machine Learning (cs.LG); Robotics (cs.RO)

[6] arXiv:2108.00107 [pdf, other]

Title: Comparing object recognition in humans and deep convolutional neural networks -- An eye tracking study

Leonard E. van Dyck, Roland Kwitt, Sebastian J. Denzler, Walter R. Gruber

Comments: 25 pages, 10 figures, 1 table

Subjects: Computer Vision and Pattern Recognition (cs.CV)

[7] arXiv:2108.00114 [pdf, other]

Title: On The State of Data In Computer Vision: Human Annotations Remain Indispensable for Developing Deep Learning Models

Zeyad Emam, Andrew Kondrich, Sasha Harrison, Felix Lau, Yushi Wang, Aerin Kim, Elliot Branson

Subjects: Computer Vision and Pattern Recognition (cs.CV); Artificial Intelligence (cs.AI)

[8] arXiv:2108.00117 [pdf, other]

Title: Margin-Aware Intra-Class Novelty Identification for Medical Images

Xiaoyuan Guo, Judy Wawira Gichoya, Saptarshi Purkayastha, Imon Banerjee

Comments: 35 pages, 8 figures

Journal-ref: Journal of Medical Imaging 2022

Subjects: Computer Vision and Pattern Recognition (cs.CV)

[9] arXiv:2108.00139 [pdf, other]

Title: Pose-Guided Feature Learning with Knowledge Distillation for Occluded Person Re-Identification

Kecheng Zheng, Cuiling Lan, Wenjun Zeng, Jiawei Liu, Zhizheng Zhang, Zheng-Jun Zha

Comments: ACM MM 2021

Subjects: Computer Vision and Pattern Recognition (cs.CV); Multimedia (cs.MM)

[10] arXiv:2108.00145 [pdf, other]

Title: Manifold-Inspired Single Image Interpolation

Lantao Yu, Kuida Liu, Michael T. Orchard

Subjects: Computer Vision and Pattern Recognition (cs.CV)

[11] arXiv:2108.00146 [pdf, other]

Title: T$_k$ML-AP: Adversarial Attacks to Top-$k$ Multi-Label Learning

Shu Hu, Lipeng Ke, Xin Wang, Siwei Lyu

Comments: Accepted by International Conference on Computer Vision (ICCV 2021) (14 pages)

Subjects: Computer Vision and Pattern Recognition (cs.CV)

[12] arXiv:2108.00150 [pdf, other]

Title: Deep Image-based Illumination Harmonization

Zhongyun Bao, Chengjiang Long, Gang Fu, Daquan Liu, Yuanzhen Li, Jiaming Wu, Chunxia Xiao

Comments: The paper has been accepted to Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), New Orleans, Louisiana, Jue 19-24, 2022

Subjects: Computer Vision and Pattern Recognition (cs.CV)

[13] arXiv:2108.00154 [pdf, other]

Title: CrossFormer: A Versatile Vision Transformer Hinging on Cross-scale Attention

Wenxiao Wang, Lu Yao, Long Chen, Binbin Lin, Deng Cai, Xiaofei He, Wei Liu

Comments: 15 pages, 4 figures, and 9 tables

Subjects: Computer Vision and Pattern Recognition (cs.CV); Machine Learning (cs.LG)

[14] arXiv:2108.00158 [pdf, other]

Title: Multiplex Graph Networks for Multimodal Brain Network Analysis

Zhaoming Kong, Lichao Sun, Hao Peng, Liang Zhan, Yong Chen, Lifang He

Subjects: Computer Vision and Pattern Recognition (cs.CV)

[15] arXiv:2108.00166 [pdf, other]

Title: A Dynamic 3D Spontaneous Micro-expression Database: Establishment and Evaluation

Fengping Wang, Jie Li, Siqi Zhang, Chun Qi, Yun Zhang, Danmin Miao

Subjects: Computer Vision and Pattern Recognition (cs.CV)

[16] arXiv:2108.00171 [pdf, other]

Title: Learning Instance-level Spatial-Temporal Patterns for Person Re-identification

Min Ren, Lingxiao He, Xingyu Liao, Wu Liu, Yunlong Wang, Tieniu Tan

Comments: Accepted by ICCV 2021

Subjects: Computer Vision and Pattern Recognition (cs.CV)

[17] arXiv:2108.00177 [pdf, other]

Title: Greedy Network Enlarging

Chuanjian Liu, Kai Han, An Xiao, Yiping Deng, Wei Zhang, Chunjing Xu, Yunhe Wang

Subjects: Computer Vision and Pattern Recognition (cs.CV); Artificial Intelligence (cs.AI)

[18] arXiv:2108.00180 [pdf, other]

Title: Delving into Deep Image Prior for Adversarial Defense: A Novel Reconstruction-based Defense Framework

Li Ding, Yongwei Wang, Xin Ding, Kaiwen Yuan, Ping Wang, Hua Huang, Z. Jane Wang

Comments: To be publish in ACM MM 2021

Subjects: Computer Vision and Pattern Recognition (cs.CV)

[19] arXiv:2108.00187 [pdf, other]

Title: Unsupervised Cross-Modal Distillation for Thermal Infrared Tracking

Jingxian Sun, Lichao Zhang, Yufei Zha, Abel Gonzalez-Garcia, Peng Zhang, Wei Huang, Yanning Zhang

Comments: Accepted at ACM MM 2021. Code and models are available at this https URL

Subjects: Computer Vision and Pattern Recognition (cs.CV)

[20] arXiv:2108.00202 [pdf, other]

Title: HiFT: Hierarchical Feature Transformer for Aerial Tracking

Ziang Cao, Changhong Fu, Junjie Ye, Bowen Li, Yiming Li

Comments: 2021 IEEE International Conference on Computer Vision (ICCV)

Subjects: Computer Vision and Pattern Recognition (cs.CV); Robotics (cs.RO)

[21] arXiv:2108.00205 [pdf, other]

Title: Word2Pix: Word to Pixel Cross Attention Transformer in Visual Grounding

Heng Zhao, Joey Tianyi Zhou, Yew-Soon Ong

Subjects: Computer Vision and Pattern Recognition (cs.CV); Artificial Intelligence (cs.AI); Computation and Language (cs.CL)

[22] arXiv:2108.00211 [pdf, other]

Title: Multi-scale Matching Networks for Semantic Correspondence

Dongyang Zhao, Ziyang Song, Zhenghao Ji, Gangming Zhao, Weifeng Ge, Yizhou Yu

Comments: Accepted to appear in ICCV 2021

Subjects: Computer Vision and Pattern Recognition (cs.CV)

[23] arXiv:2108.00246 [pdf, other]

Title: HR-Crime: Human-Related Anomaly Detection in Surveillance Videos

Kayleigh Boekhoudt, Alina Matei, Maya Aghaei, Estefanía Talavera

Comments: Accepted by CAIP 2021

Subjects: Computer Vision and Pattern Recognition (cs.CV)

[24] arXiv:2108.00249 [pdf, other]

Title: SyDog: A Synthetic Dog Dataset for Improved 2D Pose Estimation

Moira Shooter, Charles Malleson, Adrian Hilton (University of Surrey)

Comments: 5 pages, 1 figure, Poster presentation at the Computer Vision for Animal Behavior Tracking and Modeling (CV4Animals:) Workshop in conjunction with CVPR 2021

Subjects: Computer Vision and Pattern Recognition (cs.CV); Artificial Intelligence (cs.AI); Graphics (cs.GR)

[25] arXiv:2108.00273 [pdf, other]

Title: Towards explainable artificial intelligence (XAI) for early anticipation of traffic accidents

Muhammad Monjurul Karim, Yu Li, Ruwen Qin

Comments: Accepted in TRR

Subjects: Computer Vision and Pattern Recognition (cs.CV)

[26] arXiv:2108.00274 [pdf, other]

Title: Self Context and Shape Prior for Sensorless Freehand 3D Ultrasound Reconstruction

Mingyuan Luo, Xin Yang, Xiaoqiong Huang, Yuhao Huang, Yuxin Zou, Xindi Hu, Nishant Ravikumar, Alejandro F Frangi, Dong Ni

Comments: Early accepted by MICCAI-2021

Subjects: Computer Vision and Pattern Recognition (cs.CV); Image and Video Processing (eess.IV)

[27] arXiv:2108.00316 [pdf, other]

Title: Chest ImaGenome Dataset for Clinical Reasoning

Joy T. Wu, Nkechinyere N. Agu, Ismini Lourentzou, Arjun Sharma, Joseph A. Paguio, Jasper S. Yao, Edward C. Dee, William Mitchell, Satyananda Kashyap, Andrea Giovannini, Leo A. Celi, Mehdi Moradi

Comments: Dataset available on PhysioNet (this https URL)

Subjects: Computer Vision and Pattern Recognition (cs.CV); Artificial Intelligence (cs.AI); Computation and Language (cs.CL); Machine Learning (cs.LG)

[28] arXiv:2108.00335 [pdf, other]

Title: Towards Adversarially Robust and Domain Generalizable Stereo Matching by Rethinking DNN Feature Backbones

Kelvin Cheng, Christopher Healey, Tianfu Wu

Subjects: Computer Vision and Pattern Recognition (cs.CV); Artificial Intelligence (cs.AI)

[29] arXiv:2108.00340 [pdf, other]

Title: Reconstruction guided Meta-learning for Few Shot Open Set Recognition

Sayak Nag, Dripta S. Raychaudhuri, Sujoy Paul, Amit K. Roy-Chowdhury

Comments: Accepted for publication in IEEE Transactions in Pattern Analysis and Machine Intelligence (TPAMI)

Subjects: Computer Vision and Pattern Recognition (cs.CV)

[30] arXiv:2108.00351 [pdf, other]

Title: LASOR: Learning Accurate 3D Human Pose and Shape Via Synthetic Occlusion-Aware Data and Neural Mesh Rendering

Kaibing Yang, Renshu Gu, Maoyu Wang, Masahiro Toyoura, Gang Xu

Subjects: Computer Vision and Pattern Recognition (cs.CV)

[31] arXiv:2108.00355 [pdf, other]

Title: ELLIPSDF: Joint Object Pose and Shape Optimization with a Bi-level Ellipsoid and Signed Distance Function Description

Mo Shan, Qiaojun Feng, You-Yi Jau, Nikolay Atanasov

Comments: Accepted by ICCV 2021

Journal-ref: 2021 IEEE/CVF International Conference on Computer Vision (ICCV), Montreal, QC, Canada, pp. 5926-5935

Subjects: Computer Vision and Pattern Recognition (cs.CV)

[32] arXiv:2108.00358 [pdf, other]

Title: Applications of Artificial Neural Networks in Microorganism Image Analysis: A Comprehensive Review from Conventional Multilayer Perceptron to Popular Convolutional Neural Network and Potential Visual Transformer

Jinghua Zhang, Chen Li, Yimin Yin, Jiawei Zhang, Marcin Grzegorzek

Subjects: Computer Vision and Pattern Recognition (cs.CV); Artificial Intelligence (cs.AI)

[33] arXiv:2108.00362 [pdf, other]

Title: Neural Free-Viewpoint Performance Rendering under Complex Human-object Interactions

Guoxing Sun, Xin Chen, Yizhang Chen, Anqi Pang, Pei Lin, Yuheng Jiang, Lan Xu, Jingya Wang, Jingyi Yu

Comments: Accepted by ACM MM 2021

Subjects: Computer Vision and Pattern Recognition (cs.CV); Artificial Intelligence (cs.AI); Graphics (cs.GR)

[34] arXiv:2108.00377 [pdf, other]

Title: Knowing When to Quit: Selective Cascaded Regression with Patch Attention for Real-Time Face Alignment

Gil Shapira, Noga Levy, Ishay Goldin, Roy J. Jevnisek

Comments: Accepted to the 29th ACM International Conference on Multimedia (MM 21)

Subjects: Computer Vision and Pattern Recognition (cs.CV)

[35] arXiv:2108.00379 [pdf, other]

Title: Visual Boundary Knowledge Translation for Foreground Segmentation

Zunlei Feng, Lechao Cheng, Xinchao Wang, Xiang Wang, Yajie Liu, Xiangtong Du, Mingli Song

Comments: Accepted by AAAI 2021

Subjects: Computer Vision and Pattern Recognition (cs.CV)

[36] arXiv:2108.00384 [pdf, other]

Title: Edge-competing Pathological Liver Vessel Segmentation with Limited Labels

Zunlei Feng, Zhonghua Wang, Xinchao Wang, Xiuming Zhang, Lechao Cheng, Jie Lei, Yuexuan Wang, Mingli Song

Comments: Accepted by AAAI 2021

Subjects: Computer Vision and Pattern Recognition (cs.CV)

[37] arXiv:2108.00386 [pdf, other]

Title: WAS-VTON: Warping Architecture Search for Virtual Try-on Network

Zhenyu Xie, Xujie Zhang, Fuwei Zhao, Haoye Dong, Michael C. Kampffmeyer, Haonan Yan, Xiaodan Liang

Subjects: Computer Vision and Pattern Recognition (cs.CV)

[38] arXiv:2108.00392 [pdf, other]

Title: Developing a Compressed Object Detection Model based on YOLOv4 for Deployment on Embedded GPU Platform of Autonomous System

Issac Sim, Ju-Hyung Lim, Young-Wan Jang, JiHwan You, SeonTaek Oh, Young-Keun Kim

Comments: in Chinese language

Subjects: Computer Vision and Pattern Recognition (cs.CV)

[39] arXiv:2108.00394 [pdf, other]

Title: Deep graph matching meets mixed-integer linear programming: Relax at your own risk ?

Zhoubo Xu, Puqing Chen, Romain Raveaux, Xin Yang, Huadong Liu

Comments: The paper is under consideration at Pattern Recognition

Subjects: Computer Vision and Pattern Recognition (cs.CV); Machine Learning (cs.LG); Optimization and Control (math.OC)

[40] arXiv:2108.00397 [pdf, other]

Title: BORM: Bayesian Object Relation Model for Indoor Scene Recognition

Liguang Zhou, Jun Cen, Xingchao Wang, Zhenglong Sun, Tin Lun Lam, Yangsheng Xu

Comments: 8 pages, 5 figures, conference, Accepted by IROS2021

Journal-ref: IROS2021

Subjects: Computer Vision and Pattern Recognition (cs.CV); Robotics (cs.RO)

[41] arXiv:2108.00399 [pdf, other]

Title: Object-to-Scene: Learning to Transfer Object Knowledge to Indoor Scene Recognition

Bo Miao, Liguang Zhou, Ajmal Mian, Tin Lun Lam, Yangsheng Xu

Comments: Accepted by IROS2021

Subjects: Computer Vision and Pattern Recognition (cs.CV)

[42] arXiv:2108.00401 [pdf, other]

Title: Advances in adversarial attacks and defenses in computer vision: A survey

Naveed Akhtar, Ajmal Mian, Navid Kardan, Mubarak Shah

Comments: 35 pages, 450+ references

Subjects: Computer Vision and Pattern Recognition (cs.CV); Cryptography and Security (cs.CR); Computers and Society (cs.CY); Machine Learning (cs.LG)

[43] arXiv:2108.00406 [pdf, other]

Title: Discovering Distinctive "Semantics" in Super-Resolution Networks

Yihao Liu, Anran Liu, Jinjin Gu, Zhipeng Zhang, Wenhao Wu, Yu Qiao, Chao Dong

Comments: discovering and interpreting deep degradation representations (DDR) in super-resolution networks

Subjects: Computer Vision and Pattern Recognition (cs.CV)

[44] arXiv:2108.00408 [pdf, other]

Title: CSC-Unet: A Novel Convolutional Sparse Coding Strategy Based Neural Network for Semantic Segmentation

Haitong Tang, Shuang He, Mengduo Yang, Xia Lu, Qin Yu, Kaiyue Liu, Hongjie Yan, Nizhuan Wang

Journal-ref: IEEE Access,2024

Subjects: Computer Vision and Pattern Recognition (cs.CV); Artificial Intelligence (cs.AI); Machine Learning (cs.LG)

[45] arXiv:2108.00422 [pdf, other]

Title: An Effective and Robust Detector for Logo Detection

Xiaojun Jia, Huanqian Yan, Yonglin Wu, Xingxing Wei, Xiaochun Cao, Yong Zhang

Comments: 5 pages

Subjects: Computer Vision and Pattern Recognition (cs.CV)

[46] arXiv:2108.00430 [pdf, other]

Title: Hyper360 -- a Next Generation Toolset for Immersive Media

Hannes Fassold, Antonis Karakottas, Dorothea Tsatsou, Dimitrios Zarpalas, Barnabas Takacs, Christian Fuhrhop, Angelo Manfredi, Nicolas Patz, Simona Tonoli, Iana Dulskaia

Comments: Technical report

Subjects: Computer Vision and Pattern Recognition (cs.CV)

[47] arXiv:2108.00454 [pdf, other]

Title: SSPU-Net: Self-Supervised Point Cloud Upsampling via Differentiable Rendering

Yifan Zhao, Le Hui, Jin Xie

Comments: Accepted by ACM Multimedia 2021

Subjects: Computer Vision and Pattern Recognition (cs.CV)

[48] arXiv:2108.00462 [pdf, other]

Title: Explainable Deep Few-shot Anomaly Detection with Deviation Networks

Guansong Pang, Choubo Ding, Chunhua Shen, Anton van den Hengel

Comments: 16 pages, 8 figures, 5 tables

Subjects: Computer Vision and Pattern Recognition (cs.CV); Artificial Intelligence (cs.AI); Machine Learning (cs.LG)

[49] arXiv:2108.00475 [pdf, other]

Title: Self-supervised Learning with Local Attention-Aware Feature

Trung X. Pham, Rusty John Lloyd Mina, Dias Issa, Chang D. Yoo

Comments: 5 pages, 4 figures

Subjects: Computer Vision and Pattern Recognition (cs.CV); Image and Video Processing (eess.IV)

[50] arXiv:2108.00478 [pdf, other]

Title: CERL: A Unified Optimization Framework for Light Enhancement with Realistic Noise

Zeyuan Chen, Yifan Jiang, Dong Liu, Zhangyang Wang

Subjects: Computer Vision and Pattern Recognition (cs.CV); Image and Video Processing (eess.IV)