IEEE TPAMI

DifFace: Blind Face Restoration with Diffused Error Contraction

Zongsheng Yue, Chen Change Loy

Comments Accepted by TPAMI@2024. Project: https://github.com/zsyOAOA/DifFace

Fast Learning of Signed Distance Functions from Noisy Point Clouds via Noise to Noise Mapping

Junsheng Zhou, Baorui Ma, Yu-Shen Liu, Zhizhong Han

Comments Accepted by TPAMI 2024. Project page: https://mabaorui.github.io/Noise2NoiseMapping/. arXiv admin note: substantial text overlap with arXiv:2306.01405

Human-Centric Transformer for Domain Adaptive Action Recognition

Kun-Yu Lin, Jiaming Zhou, Wei-Shi Zheng

Comments Accepted by TPAMI

Deep Learning on Object-centric 3D Neural Fields

Pierluigi Zama Ramirez, Luca De Luigi, Daniele Sirocchi, Adriano Cardace, Riccardo Spezialetti, Francesco Ballerini, Samuele Salti, Luigi Di Stefano

Comments Extended version of the paper "Deep Learning on Implicit Neural Representations of Shapes" that was presented at ICLR 2023. Accepted at TPAMI. arXiv admin note: text overlap with arXiv:2302.05438

ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object Detection

Youwei Pang, Xiaoqi Zhao, Tian-Zhu Xiang, Lihe Zhang, Huchuan Lu

Comments Extensions to the conference version accepted by TPAMI 2024. Fixed value errors. arXiv admin note: substantial text overlap with arXiv:2203.02688

Class-Incremental Learning: A Survey

Da-Wei Zhou, Qi-Wei Wang, Zhi-Hong Qi, Han-Jia Ye, De-Chuan Zhan, Ziwei Liu

Comments Accepted to TPAMI. Code is available at https://github.com/zhoudw-zdw/CIL_Survey/

A Survey on Self-supervised Learning: Algorithms, Applications, and Future Trends

Jie Gui, Tuo Chen, Jing Zhang, Qiong Cao, Zhenan Sun, Hao Luo, Dacheng Tao

Comments This paper is accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)

Geometric Understanding of Discriminability and Transferability for Visual Domain Adaptation

You-Wei Luo, Chuan-Xian Ren, Xiao-Lin Xu, Qingshan Liu

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

DebSDF: Delving into the Details and Bias of Neural Indoor Scene Reconstruction

Yuting Xiao, Jingwei Xu, Zehao Yu, Shenghua Gao

Comments 14 pages, accepted by TPAMI

Pixel Distillation: A New Knowledge Distillation Scheme for Low-Resolution Image Recognition

Guangyu Guo, Dingwen Zhang, Longfei Han, Nian Liu, Ming-Ming Cheng, Junwei Han

Comments TPAMI 2024

Ask Questions with Double Hints: Visual Question Generation with Answer-awareness and Region-reference

Kai Shen, Lingfei Wu, Siliang Tang, Fangli Xu, Bo Long, Yueting Zhuang, Jian Pei

Journal ref IEEE Transactions on Pattern Analysis and Machine Intelligence 2024

Towards Context-Aware Emotion Recognition Debiasing from a Causal Demystification Perspective via De-confounded Training

Dingkang Yang, Kun Yang, Haopeng Kuang, Zhaoyu Chen, Yuzheng Wang, Lihua Zhang

Comments TPAMI 2024

Sequential Manipulation Against Rank Aggregation: Theory and Algorithm

Ke Ma, Qianqian Xu, Jinshan Zeng, Wei Liu, Xiaochun Cao, Yingfei Sun, Qingming Huang

Comments Accepted by IEEE TPAMI URL: https://ieeexplore.ieee.org/document/10564181

Enhancing Video-Language Representations with Structural Spatio-Temporal Alignment

Hao Fei, Shengqiong Wu, Meishan Zhang, Min Zhang, Tat-Seng Chua, Shuicheng Yan

Comments Accepted by IEEE TPAMI 2024

Journal ref [J].IEEE Transactions on Pattern Analysis and Machine Intelligence, 2024

Disentangled Representation Learning

Xin Wang, Hong Chen, Si'ao Tang, Zihao Wu, Wenwu Zhu

Comments Accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence

One-Hot Graph Encoder Embedding

Cencheng Shen, Qizhe Wang, Carey E. Priebe

Comments 7 pages main + 7 pages appendix

Journal ref IEEE Transactions on Pattern Analysis and Machine Intelligence 45(6), 7933 - 7938, 2023

A Simple Spectral Failure Mode for Graph Convolutional Networks

Carey E. Priebe, Cencheng Shen, Ningyuan Huang, Tianyi Chen

Journal ref IEEE Transactions on Pattern Analysis and Machine Intelligence 44(11), 8689-8693, 2022

Robust Vertex Classification

Li Chen, Cencheng Shen, Joshua Vogelstein, Carey Priebe

Comments 18 pages, 13 figures

Journal ref IEEE Transactions on Pattern Analysis and Machine Intelligence 38(3), 578-590, 2016

When Invariant Representation Learning Meets Label Shift: Insufficiency and Theoretical Insights

You-Wei Luo, Chuan-Xian Ren

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

Dynamic 3D Point Cloud Sequences as 2D Videos

Yiming Zeng, Junhui Hou, Qijian Zhang, Siyu Ren, Wenping Wang

Comments The manuscript has been accepted by IEEE TPAMI in 2024

Self-supervised Adversarial Training of Monocular Depth Estimation against Physical-World Attacks

Zhiyuan Cheng, Cheng Han, James Liang, Qifan Wang, Xiangyu Zhang, Dongfang Liu

Comments Accepted in TPAMI'24. Extended from our ICLR'23 publication (arXiv:2301.13487). arXiv admin note: substantial text overlap with arXiv:2301.13487

Representing Noisy Image Without Denoising

Shuren Qi, Yushu Zhang, Chao Wang, Tao Xiang, Xiaochun Cao, Yong Xiang

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

IG2: Integrated Gradient on Iterative Gradient Path for Feature Attribution

Yue Zhuo, Zhiqiang Ge

Comments in IEEE Transactions on Pattern Analysis and Machine Intelligence, 2024

A Survey of Label-Efficient Deep Learning for 3D Point Clouds

Aoran Xiao, Xiaoqin Zhang, Ling Shao, Shijian Lu

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

Blind Super-Resolution via Meta-learning and Markov Chain Monte Carlo Simulation

Jingyuan Xia, Zhixiong Yang, Shengxi Li, Shuanghui Zhang, Yaowen Fu, Deniz Gündüz, Xiang Li

Comments This paper has been accepted for publication in IEEE Transactions on Pattern Analysis and Machine Intelligence (2024)

Vision+X: A Survey on Multimodal Learning in the Light of Data

Ye Zhu, Yu Wu, Nicu Sebe, Yan Yan

Comments Survey paper on multimodal learning and generation, to appear at IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)

A Concise yet Effective model for Non-Aligned Incomplete Multi-view and Missing Multi-label Learning

Xiang Li, Songcan Chen

Comments 15 pages, 7 figures

Journal ref IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 44, no. 10, pp. 5918-5932, 1 Oct. 2022

Dynamic Deep Factor Graph for Multi-Agent Reinforcement Learning

Yuchen Shi, Shihong Duan, Cheng Xu, Ran Wang, Fangwen Ye, Chau Yuen

Comments submitted to IEEE TPAMI

Hierarchical Augmentation and Distillation for Class Incremental Audio-Visual Video Recognition

Yukun Zuo, Hantao Yao, Liansheng Zhuang, Changsheng Xu

Comments Accepted by TPAMI

Correctable Landmark Discovery via Large Models for Vision-Language Navigation

Bingqian Lin, Yunshuang Nie, Ziming Wei, Yi Zhu, Hang Xu, Shikui Ma, Jianzhuang Liu, Xiaodan Liang

Comments Accepted by TPAMI 2024