IEEE TPAMI

Learning Local and Global Temporal Contexts for Video Semantic Segmentation

Guolei Sun, Yun Liu, Henghui Ding, Min Wu, Luc Van Gool

Comments Accepted to TPAMI, an extended version of a paper published in CVPR 2022

NAF-DPM: A Nonlinear Activation-Free Diffusion Probabilistic Model for Document Enhancement

Giordano Cicchetti, Danilo Comminiello

Comments Under review at IEEE Transactions on Pattern Analysis and Machine Intelligence

Self-Supervised Learning for Time Series Analysis: Taxonomy, Progress, and Prospects

Kexin Zhang, Qingsong Wen, Chaoli Zhang, Rongyao Cai, Ming Jin, Yong Liu, James Zhang, Yuxuan Liang, Guansong Pang, Dongjin Song, Shirui Pan

Comments Accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI); 26 pages, 200+ references; the first work to comprehensively and systematically summarize self-supervised learning for time series analysis (SSL4TS). The GitHub repository is https://github.com/qingsongedu/Awesome-SSL4TS

Learning Optical Flow and Scene Flow with Bidirectional Camera-LiDAR Fusion

Haisong Liu, Tao Lu, Yihui Xu, Jia Liu, Limin Wang

Comments Accepted to TPAMI 2023

Meta Invariance Defense Towards Generalizable Robustness to Unknown Adversarial Attacks

Lei Zhang, Yuhang Zhou, Yi Yang, Xinbo Gao

Comments Accepted by IEEE TPAMI in 2024

Reusable Architecture Growth for Continual Stereo Matching

Chenghao Zhang, Gaofeng Meng, Bin Fan, Kun Tian, Zhaoxiang Zhang, Shiming Xiang, Chunhong Pan

Comments Extended version of CVPR 2022 paper "Continual Stereo Matching of Continuous Driving Scenes with Growing Architecture" - Accepted to TPAMI in 2024

Adaptive Surface Normal Constraint for Geometric Estimation from Monocular Images

Xiaoxiao Long, Yuhang Zheng, Yupeng Zheng, Beiwen Tian, Cheng Lin, Lingjie Liu, Hao Zhao, Guyue Zhou, Wenping Wang

Comments Accepted by TPAMI. arXiv admin note: substantial text overlap with arXiv:2103.15483

Federated Gaussian Process: Convergence, Automatic Personalization and Multi-fidelity Modeling

Xubo Yue, Raed Al Kontar

Comments 56 pages. Under Review

Journal ref IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024

Hypergraph-based Multi-View Action Recognition using Event Cameras

Yue Gao, Jiaxuan Lu, Siqi Li, Yipeng Li, Shaoyi Du

Comments Accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI 2024)

MVEB: Self-Supervised Learning with Multi-View Entropy Bottleneck

Liangjian Wen, Xiasi Wang, Jianzhuang Liu, Zenglin Xu

Comments Accepted by TPAMI

Weakly Supervised AUC Optimization: A Unified Partial AUC Approach

Zheng Xie, Yu Liu, Hao-Yuan He, Ming Li, Zhi-Hua Zhou

Comments Accepted by IEEE TPAMI

An Audio-Visual Speech Separation Model Inspired by Cortico-Thalamo-Cortical Circuits

Kai Li, Fenghua Xie, Hang Chen, Kexin Yuan, Xiaolin Hu

Comments Accepted by TPAMI 2024

Scalable Optimal Transport Methods in Machine Learning: A Contemporary Survey

Abdelwahed Khamis, Russell Tsuchida, Mohamed Tarek, Vivien Rolland, Lars Petersson

Comments Accepted @ TPAMI 24

Journal ref IEEE Transactions on Pattern Analysis and Machine Intelligence 2024

Accelerating Globally Optimal Consensus Maximization in Geometric Vision

Xinyue Zhang, Liangzu Peng, Wanting Xu, Laurent Kneip

Comments Accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence, 2024

PAGE: Prototype-Based Model-Level Explanations for Graph Neural Networks

Yong-Min Shin, Sun-Woo Kim, Won-Yong Shin

Comments 18 pages, 12 figures, 5 tables; to appear in the IEEE Transactions on Pattern Analysis and Machine Intelligence (Please cite our journal version that will appear in an upcoming issue. Its two-page extended summary was presented in the AAAI-22 Student Abstract and Poster Program.)

3D Scene Creation and Rendering via Rough Meshes: A Lighting Transfer Avenue

Bowen Cai, Yujie Li, Yuqin Liang, Rongfei Jia, Binqiang Zhao, Mingming Gong, Huan Fu

Comments Accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI), project page: http://3d-front-future.github.io/LighTNet

Exploiting Optical Flow Guidance for Transformer-Based Video Inpainting

Kaidong Zhang, Jialun Peng, Jingjing Fu, Dong Liu

Comments Accepted to TPAMI. This manuscript is a journal extension of our ECCV 2022 paper (arXiv:2208.06768)

Journal ref Zhang K, Peng J, Fu J, et al. Exploiting optical flow guidance for transformer-based video inpainting[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2024

HIRI-ViT: Scaling Vision Transformer with High Resolution Inputs

Ting Yao, Yehao Li, Yingwei Pan, Tao Mei

Comments IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)

A Versatile Framework for Multi-scene Person Re-identification

Wei-Shi Zheng, Junkai Yan, Yi-Xing Peng

Comments To appear in TPAMI

Approaching Test Time Augmentation in the Context of Uncertainty Calibration for Deep Neural Networks

Pedro Conde, Tiago Barros, Rui L. Lopes, Cristiano Premebida, Urbano J. Nunes

Comments Submitted to IEEE Transactions on Pattern Analysis and Machine Intelligence

Bridging Implicit and Explicit Geometric Transformation for Single-Image View Synthesis

Byeongjun Park, Hyojun Go, Changick Kim

Comments TPAMI 2024

Uncovering the Over-smoothing Challenge in Image Super-Resolution: Entropy-based Quantification and Contrastive Optimization

Tianshuo Xu, Lijiang Li, Peng Mi, Xiawu Zheng, Fei Chao, Rongrong Ji, Yonghong Tian, Qiang Shen

Comments Accepted in IEEE Transactions on Pattern Analysis and Machine Intelligence

Probabilistic Contrastive Learning for Long-Tailed Visual Recognition

Chaoqun Du, Yulin Wang, Shiji Song, Gao Huang

Comments Accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI)

Deep Learning for Visual Speech Analysis: A Survey

Changchong Sheng, Gangyao Kuang, Liang Bai, Chenping Hou, Yulan Guo, Xin Xu, Matti Pietikäinen, Li Liu

Comments 20 pages, 8 figures. Accepted by IEEE TPAMI

Exploiting Structural Consistency of Chest Anatomy for Unsupervised Anomaly Detection in Radiography Images

Tiange Xiang, Yixiao Zhang, Yongyi Lu, Alan Yuille, Chaoyi Zhang, Weidong Cai, Zongwei Zhou

Comments IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI). arXiv admin note: substantial text overlap with arXiv:2111.13495

Towards Deviation-Robust Agent Navigation via Perturbation-Aware Contrastive Learning

Bingqian Lin, Yanxin Long, Yi Zhu, Fengda Zhu, Xiaodan Liang, Qixiang Ye, Liang Lin

Comments Accepted by TPAMI 2023

Journal ref IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI,2023)

MTR++: Multi-Agent Motion Prediction with Symmetric Scene Modeling and Guided Intention Querying

Shaoshuai Shi, Li Jiang, Dengxin Dai, Bernt Schiele

Comments Accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI 2024). The winning approaches for the Waymo Motion Prediction Challenge in 2022 and 2023

Generalizing Graph Neural Networks on Out-Of-Distribution Graphs

Shaohua Fan, Xiao Wang, Chuan Shi, Peng Cui, Bai Wang

Comments IEEE TPAMI 2023

MFQE 2.0: A New Approach for Multi-frame Quality Enhancement on Compressed Video

Qunliang Xing, Zhenyu Guan, Mai Xu, Ren Yang, Tie Liu, Zulin Wang

Comments Accepted to TPAMI in September, 2019. v6 updates: correct units in Fig. 11; correct author info; delete bio photos. arXiv admin note: text overlap with arXiv:1803.04680

Revisiting Confidence Estimation: Towards Reliable Failure Prediction

Fei Zhu, Xu-Yao Zhang, Zhen Cheng, Cheng-Lin Liu

Comments Accepted by IEEE TPAMI. arXiv admin note: text overlap with arXiv:2303.02970; text overlap with arXiv:2007.01458 by other authors