IEEE TPAMI

MutualNet: Adaptive ConvNet via Mutual Learning from Different Model Configurations

Taojiannan Yang, Sijie Zhu, Matias Mendieta, Pu Wang, Ravikumar Balakrishnan, Minwoo Lee, Tao Han, Mubarak Shah, Chen Chen

Comments Extended version of arXiv:1909.12978. Updated analyses and results. Accepted to TPAMI

Investigating Pose Representations and Motion Contexts Modeling for 3D Motion Prediction

Zhenguang Liu, Shuang Wu, Shuyuan Jin, Shouling Ji, Qi Liu, Shijian Lu, Li Cheng

Comments Accepted to IEEE TPAMI, 27 Dec. 2021

A Discriminative Single-Shot Segmentation Network for Visual Object Tracking

Alan Lukežič, Jiří Matas, Matej Kristan

Comments Extended version of the D3S tracker (CVPR2020). Accepted to IEEE TPAMI. arXiv admin note: substantial text overlap with arXiv:1911.08862

Class-aware Sounding Objects Localization via Audiovisual Correspondence

Di Hu, Yake Wei, Rui Qian, Weiyao Lin, Ruihua Song, Ji-Rong Wen

Comments accepted by TPAMI 2021. Code: https://github.com/GeWu-Lab/CSOL_TPAMI2021

A Little Bit More: Bitplane-Wise Bit-Depth Recovery

Abhijith Punnappurath, Michael S. Brown

Journal ref A. Punnappurath and M. S. Brown, "A Little Bit More: Bitplane-Wise Bit-Depth Recovery," in IEEE Transactions on Pattern Analysis and Machine Intelligence, doi: 10.1109/TPAMI.2021.3125692

HUMBI: A Large Multiview Dataset of Human Body Expressions and Benchmark Challenge

Jae Shin Yoon, Zhixuan Yu, Jaesik Park, Hyun Soo Park

Comments 18 pages; Accepted to TPAMI

Orientation Keypoints for 6D Human Pose Estimation

Martin Fisch, Ronald Clark

Comments To appear in IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI). Video: https://youtu.be/1EBUrfu_CaE

Incremental Object Detection via Meta-Learning

K J Joseph, Jathushan Rajasegaran, Salman Khan, Fahad Shahbaz Khan, Vineeth N Balasubramanian

Comments Published in IEEE Transactions on Pattern Analysis & Machine Intelligence, Nov 2021. Code is available in https://github.com/JosephKJ/iOD

Journal ref TPAMI, Nov 2021

Auto-Rectify Network for Unsupervised Indoor Depth Estimation

Jia-Wang Bian, Huangying Zhan, Naiyan Wang, Tat-Jun Chin, Chunhua Shen, Ian Reid

Comments Accepted to TPAMI. Find code at https://github.com/JiawangBian

AvatarMe++: Facial Shape and BRDF Inference with Photorealistic Rendering-Aware GANs

Alexandros Lattas, Stylianos Moschoglou, Stylianos Ploumpis, Baris Gecer, Abhijeet Ghosh, Stefanos Zafeiriou

Comments Project and Dataset page: ( https://github.com/lattas/AvatarMe ). 20 pages, including supplemental materials. Accepted for publishing at IEEE Transactions on Pattern Analysis and Machine Intelligence on 13 November 2021. Copyright 2021 IEEE. Personal use of this material is permitted

Non-Local Graph Neural Networks

Meng Liu, Zhengyang Wang, Shuiwang Ji

Comments 8 pages, 2 figures, accepted by TPAMI

Journal ref IEEE Transactions on Pattern Analysis and Machine Intelligence, 2021

Learning with Nested Scene Modeling and Cooperative Architecture Search for Low-Light Vision

Risheng Liu, Long Ma, Tengyu Ma, Xin Fan, Zhongxuan Luo

Comments Submitted to IEEE TPAMI. Code is available at https://github.com/vis-opt-group/RUAS

Evaluation for Weakly Supervised Object Localization: Protocol, Metrics, and Datasets

Junsuk Choe, Seong Joon Oh, Sanghyuk Chun, Seungho Lee, Zeynep Akata, Hyunjung Shim

Comments TPAMI submission. First two authors contributed equally. This is a journal extension of our CVPR 2020 paper arXiv:2001.07437. Code: https://github.com/clovaai/wsolevaluation

Temporal-Spatial Causal Interpretations for Vision-Based Reinforcement Learning

Wenjie Shi, Gao Huang, Shiji Song, Cheng Wu

Comments Accepted as a Regular Paper in IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)

HandVoxNet++: 3D Hand Shape and Pose Estimation using Voxel-Based Neural Networks

Jameel Malik, Soshi Shimada, Ahmed Elhayek, Sk Aziz Ali, Christian Theobalt, Vladislav Golyanik, Didier Stricker

Comments 13 pages, 6 tables, 7 figures; project webpage: http://4dqv.mpi-inf.mpg.de/HandVoxNet++/. arXiv admin note: text overlap with arXiv:2004.01588

Journal ref IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021

Source Data-absent Unsupervised Domain Adaptation through Hypothesis Transfer and Labeling Transfer

Jian Liang, Dapeng Hu, Yunbo Wang, Ran He, Jiashi Feng

Comments TPAMI 2021. More interesting results are further shown in https://github.com/tim-learn/SHOT-plus/blob/master/supp/shot%2B%2B_supp.pdf. arXiv admin note: text overlap with arXiv:2002.08546

Efficient Unsupervised Temporal Segmentation of Motion Data

Björn Krüger, Anna Vögele, Tobias Willig, Angela Yao, Reinhard Klein, Andreas Weber

Comments 15 pages, submitted to TPAMI

Object Detection in Aerial Images: A Large-Scale Benchmark and Challenges

Jian Ding, Nan Xue, Gui-Song Xia, Xiang Bai, Wen Yang, Micheal Ying Yang, Serge Belongie, Jiebo Luo, Mihai Datcu, Marcello Pelillo, Liangpei Zhang

Comments Accepted to IEEE TPAMI

Structured Multimodal Attentions for TextVQA

Chenyu Gao, Qi Zhu, Peng Wang, Hui Li, Yuliang Liu, Anton van den Hengel, Qi Wu

Comments winner of TextVQA Challenge 2020, Accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence

Background-Click Supervision for Temporal Action Localization

Le Yang, Junwei Han, Tao Zhao, Tianwei Lin, Dingwen Zhang, Jianxin Chen

Comments To appear at TPAMI

Understanding Pixel-level 2D Image Semantics with 3D Keypoint Knowledge Engine

Yang You, Chengkun Li, Yujing Lou, Zhoujun Cheng, Liangwei Li, Lizhuang Ma, Weiming Wang, Cewu Lu

Comments Accepted to IEEE Transactions on Pattern Analysis and Machine Intelligence; To appear in upcoming issues

Factors of Influence for Transfer Learning across Diverse Appearance Domains and Task Types

Thomas Mensink, Jasper Uijlings, Alina Kuznetsova, Michael Gygli, Vittorio Ferrari

Comments Accepted for future publication in TPAMI

PRIN/SPRIN: On Extracting Point-wise Rotation Invariant Features

Yang You, Yujing Lou, Ruoxi Shi, Qi Liu, Yu-Wing Tai, Lizhuang Ma, Weiming Wang, Cewu Lu

Comments Accepted to IEEE Transactions on Pattern Analysis and Machine Intelligence

One Metric to Measure them All: Localisation Recall Precision (LRP) for Evaluating Visual Detection Tasks

Kemal Oksuz, Baris Can Cam, Sinan Kalkan, Emre Akbas

Comments Accepted to TPAMI

Fine-Grained Image Analysis with Deep Learning: A Survey

Xiu-Shen Wei, Yi-Zhe Song, Oisin Mac Aodha, Jianxin Wu, Yuxin Peng, Jinhui Tang, Jian Yang, Serge Belongie

Comments Accepted by IEEE TPAMI

The Multiscenario Multienvironment BioSecure Multimodal Database (BMDB)

Javier Ortega-Garcia, Julian Fierrez, Fernando Alonso-Fernandez, Javier Galbally, Manuel R Freire, Joaquin Gonzalez-Rodriguez, Carmen Garcia-Mateo, Jose-Luis Alba-Castro, Elisardo Gonzalez-Agulla, Enrique Otero-Muras, Sonia Garcia-Salicetti, Lorene Allano, Bao Ly-Van, Bernadette Dorizzi, Josef Kittler, Thirimachos Bourlai, Norman Poh, Farzin Deravi, Ming NR Ng, Michael Fairhurst, Jean Hennebert, Andreas Humm, Massimo Tistarelli, Linda Brodo, Jonas Richiardi, Andrezj Drygajlo, Harald Ganster, Federico M Sukno, Sri-Kaushik Pavani, Alejandro Frangi, Lale Akarun, Arman Savran

Comments Published at IEEE Transactions on Pattern Analysis and Machine Intelligence journal

The Emerging Trends of Multi-Label Learning

Weiwei Liu, Haobo Wang, Xiaobo Shen, Ivor W. Tsang

Comments Accepted to TPAMI 2021

Meta-Teacher For Face Anti-Spoofing

Yunxiao Qin, Zitong Yu, Longbin Yan, Zezheng Wang, Chenxu Zhao, Zhen Lei

Comments Accepted by IEEE TPAMI-2021

Reducing Data Complexity using Autoencoders with Class-informed Loss Functions

David Charte, Francisco Charte, Francisco Herrera

Comments This paper has been accepted for publication by IEEE Transactions on Pattern Analysis and Machine Intelligence

Deep Learning for HDR Imaging: State-of-the-Art and Future Trends

Lin Wang, Kuk-Jin Yoon

Comments IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), main and suppl. material