IEEE TPAMI

ZeroNLG: Aligning and Autoencoding Domains for Zero-Shot Multimodal and Multilingual Natural Language Generation

Bang Yang, Fenglin Liu, Yuexian Zou, Xian Wu, Yaowei Wang, David A. Clifton

Comments Accepted by TPAMI (Our code and data are available at https://github.com/yangbang18/ZeroNLG)

Efficient Masked Autoencoders with Self-Consistency

Zhaowen Li, Yousong Zhu, Zhiyang Chen, Wei Li, Chaoyang Zhao, Rui Zhao, Ming Tang, Jinqiao Wang

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

Zone Evaluation: Revealing Spatial Bias in Object Detection

Zhaohui Zheng, Yuming Chen, Qibin Hou, Xiang Li, Ping Wang, Ming-Ming Cheng

Comments Accepted by IEEE TPAMI

Behind Every Domain There is a Shift: Adapting Distortion-aware Vision Transformers for Panoramic Semantic Segmentation

Jiaming Zhang, Kailun Yang, Hao Shi, Simon Reiß, Kunyu Peng, Chaoxiang Ma, Haodong Fu, Philip H. S. Torr, Kaiwei Wang, Rainer Stiefelhagen

Comments Accepted to IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI). Extended version of CVPR 2022 paper arXiv:2203.01452. Code is available at https://github.com/jamycheung/Trans4PASS

Scalable Video Object Segmentation with Identification Mechanism

Zongxin Yang, Jiaxu Miao, Yunchao Wei, Wenguan Wang, Xiaohan Wang, Yi Yang

Comments Accepted by TPAMI 2024. Extension of arXiv:2106.02638 (NeurIPS 2021)

Toward DNN of LUTs: Learning Efficient Image Restoration with Multiple Look-Up Tables

Jiacheng Li, Chang Chen, Zhen Cheng, Zhiwei Xiong

Comments Project Page: https://mulut.pages.dev/

Journal ref IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI), 2024, early access

Cost Function Unrolling in Unsupervised Optical Flow

Gal Lifshitz, Dan Raviv

Journal ref IEEE Transactions on Pattern Analysis and Machine Intelligence ( Volume: 46, Issue: 2, February 2024)

CAP-UDF: Learning Unsigned Distance Functions Progressively from Raw Point Clouds with Consistency-Aware Field Optimization

Junsheng Zhou, Baorui Ma, Shujuan Li, Yu-Shen Liu, Yi Fang, Zhizhong Han

Comments Accepted by TPAMI 2024 (extension) and NeurIPS 2022. Project page:https://junshengzhou.github.io/CAP-UDF. Code:https://github.com/junshengzhou/CAP-UDF

Interaction Pattern Disentangling for Multi-Agent Reinforcement Learning

Shunyu Liu, Jie Song, Yihe Zhou, Na Yu, Kaixuan Chen, Zunlei Feng, Mingli Song

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

EfficientTrain++: Generalized Curriculum Learning for Efficient Visual Backbone Training

Yulin Wang, Yang Yue, Rui Lu, Yizeng Han, Shiji Song, Gao Huang

Comments Accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI). Journal version of arXiv:2211.09703 (ICCV 2023). Code is available at: https://github.com/LeapLabTHU/EfficientTrain

A Semantic and Motion-Aware Spatiotemporal Transformer Network for Action Detection

Matthew Korban, Peter Youngs, Scott T. Acton

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

Sharpness-Aware Minimization for Evolutionary Feature Construction in Regression

Hengzhe Zhang, Qi Chen, Bing Xue, Wolfgang Banzhaf, Mengjie Zhang

Comments Submitted to IEEE Transactions on Pattern Analysis and Machine Intelligence

HC$^2$L: Hybrid and Cooperative Contrastive Learning for Cross-lingual Spoken Language Understanding

Bowen Xing, Ivor W. Tsang

Comments Accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI). arXiv admin note: text overlap with arXiv:2312.03716

Deep Diversity-Enhanced Feature Representation of Hyperspectral Images

Jinhui Hou, Zhiyu Zhu, Junhui Hou, Hui Liu, Huanqiang Zeng, Deyu Meng

Comments 17 pages, 12 figures. Accepted in TPAMI 2024. arXiv admin note: substantial text overlap with arXiv:2207.04266

Concrete Dense Network for Long-Sequence Time Series Clustering

Redemptor Jr Laceda Taloma, Patrizio Pisani, Danilo Comminiello

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

Self-Supervised Learning for Real-World Super-Resolution from Dual and Multiple Zoomed Observations

Zhilu Zhang, Ruohao Wang, Hongzhi Zhang, Wangmeng Zuo

Comments Accpted by IEEE TPAMI in 2024. Extended version of ECCV 2022 paper "Self-Supervised Learning for Real-World Super-Resolution from Dual Zoomed Observations" (arXiv:2203.01325)

A survey on efficient vision transformers: algorithms, techniques, and performance benchmarking

Lorenzo Papa, Paolo Russo, Irene Amerini, Luping Zhou

Journal ref IEEE Transactions on Pattern Analysis and Machine Intelligence. 2024 Apr 24

Deep Variational Network Toward Blind Image Restoration

Zongsheng Yue, Hongwei Yong, Qian Zhao, Lei Zhang, Deyu Meng, Kwan-Yee K. Wong

Comments Accepted by TPAMI@2024. Code: https://github.com/zsyOAOA/VIRNet

Distributed Learning of Generalized Linear Causal Networks

Qiaoling Ye, Arash A. Amini, Qing Zhou

Comments 27 pages, 3 tables, 3 figures

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

Hitchhiker's Guide to Super-Resolution: Introduction and Recent Advances

Brian Moser, Federico Raue, Stanislav Frolov, Jörn Hees, Sebastian Palacio, Andreas Dengel

Comments accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence, 2023

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

Hybrid Open-set Segmentation with Synthetic Negative Data

Matej Grcić, Siniša Šegvić

Comments Published in IEEE TPAMI

Appearance-based Gaze Estimation With Deep Learning: A Review and Benchmark

Yihua Cheng, Haofei Wang, Yiwei Bao, Feng Lu

Comments Accepted by TPAMI

SMPLer: Taming Transformers for Monocular 3D Human Shape and Pose Estimation

Xiangyu Xu, Lijuan Liu, Shuicheng Yan

Comments Published at TPAMI 2024

Journal ref https://www.computer.org/csdl/journal/tp/2024/05/10354384/1SP2qWh8Fq0

Decouple Graph Neural Networks: Train Multiple Simple GNNs Simultaneously Instead of One

Hongyuan Zhang, Yanan Zhu, Xuelong Li

Comments Accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence

ELODI: Ensemble Logit Difference Inhibition for Positive-Congruent Training

Yue Zhao, Yantao Shen, Yuanjun Xiong, Shuo Yang, Wei Xia, Zhuowen Tu, Bernt Schiele, Stefano Soatto

Comments Accepted as a Regular Paper in TPAMI. Code is at https://github.com/amazon-science/regression-constraint-model-upgrade

Adaptive Graph Auto-Encoder for General Data Clustering

Xuelong Li, Hongyuan Zhang, Rui Zhang

Comments Accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence

STMixer: A One-Stage Sparse Action Detector

Tao Wu, Mengqi Cao, Ziteng Gao, Gangshan Wu, Limin Wang

Comments Extended version of the paper arXiv:2303.15879 presented at CVPR 2023. Accepted by TPAMI 2024

Transformer based Pluralistic Image Completion with Reduced Information Loss

Qiankun Liu, Yuqi Jiang, Zhentao Tan, Dongdong Chen, Ying Fu, Qi Chu, Gang Hua, Nenghai Yu

Comments Accepted by TPAMI (2024). arXiv admin note: text overlap with arXiv:2205.05076

Transferring Annotator- and Instance-dependent Transition Matrix for Learning from Crowds

Shikun Li, Xiaobo Xia, Jiankang Deng, Shiming Ge, Tongliang Liu

Comments Accepted by IEEE TPAMI. 22 pages, 4 figures, and 8 tables

Efficient and Robust Point Cloud Registration via Heuristics-guided Parameter Search

Tianyu Huang, Haoang Li, Liangzu Peng, Yinlong Liu, Yun-Hui Liu

Comments 21 pages, 16 figures. Accepted to IEEE Transactions on Pattern Analysis and Machine Intelligence, 2024