---
title: "IEEE Transactions on Pattern Analysis and Machine Intelligence"
description: "All 676 papers of IEEE Transactions on Pattern Analysis and Machine Intelligence 2024 · page 1 of 7, the most cited first; those with our…"
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---
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# IEEE Transactions on Pattern Analysis and Machine Intelligence 2024: all accepted papers

676 papers · page 1 of 7 · the most cited first · [← IEEE Transactions on Pattern Analysis and Machine Intelligence 2024](https://md.research.elamur.ai/free/en/venues/ieee-transactions-on-pattern-analysis-and-machine-intelligence/2024/)

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1. **[A Comprehensive Survey of Continual Learning: Theory, Method and Application ↗](https://doi.org/10.1109/tpami.2024.3367329)**Liyuan Wang, Xingxing Zhang, Hang Su et al.*1,074 citations*
2. **[Medical Image Segmentation Review: The Success of U-Net ↗](https://doi.org/10.1109/tpami.2024.3435571)**Reza Azad, Ehsan Khodapanah Aghdam, Amelie Rauland et al.*1,022 citations*
3. **[Vision-Language Models for Vision Tasks: A Survey](https://md.research.elamur.ai/free/en/papers/zhang-2023-vision-language-models-vision-tasks/)**Jingyi Zhang, Jiaxing Huang, Sheng Jin et al.*955 citations · our summary*
4. **[SpectralGPT: Spectral Remote Sensing Foundation Model ↗](https://doi.org/10.1109/tpami.2024.3362475)**Danfeng Hong, Bing Zhang, Xuyang Li et al.*930 citations*
5. **[End-to-End Autonomous Driving: Challenges and Frontiers ↗](https://doi.org/10.1109/tpami.2024.3435937)**Li Chen, Penghao Wu, Kashyap Chitta et al.*610 citations*
6. **[A Survey on Self-Supervised Learning: Algorithms, Applications, and Future Trends ↗](https://doi.org/10.1109/tpami.2024.3415112)**Jie Gui, Tuo Chen, Jing Zhang et al.*552 citations*
7. **[A Survey on Graph Neural Networks for Time Series: Forecasting, Classification, Imputation, and Anomaly Detection ↗](https://doi.org/10.1109/tpami.2024.3443141)**Ming Jin, Huan Yee Koh, Qingsong Wen et al.*534 citations*
8. **[A Survey on Deep Neural Network Pruning: Taxonomy, Comparison, Analysis, and Recommendations ↗](https://doi.org/10.1109/tpami.2024.3447085)**Hongrong Cheng, Miao Zhang, Qinfeng Shi*497 citations*
9. **[MotionDiffuse: Text-Driven Human Motion Generation With Diffusion Model ↗](https://doi.org/10.1109/tpami.2024.3355414)**Mingyuan Zhang, Zhongang Cai, Liang Pan et al.*424 citations*
10. **[Hyper-YOLO: When Visual Object Detection Meets Hypergraph Computation ↗](https://doi.org/10.1109/tpami.2024.3524377)**Yifan Feng, Jiangang Huang, Shaoyi Du et al.*383 citations*
11. **[Class-Incremental Learning: A Survey ↗](https://doi.org/10.1109/tpami.2024.3429383)**Da-Wei Zhou, Qiwei Wang, Zhi-Hong Qi et al.*359 citations*
12. **[A Survey of Knowledge Graph Reasoning on Graph Types: Static, Dynamic, and Multi-Modal ↗](https://doi.org/10.1109/tpami.2024.3417451)**Ke Liang, Lingyuan Meng, Meng Liu et al.*330 citations*
13. **[Towards Understanding Convergence and Generalization of AdamW ↗](https://doi.org/10.1109/tpami.2024.3382294)**Pan Zhou, Xingyu Xie, Zhouchen Lin et al.*329 citations*
14. **[Frequency-Aware Feature Fusion for Dense Image Prediction ↗](https://doi.org/10.1109/tpami.2024.3449959)**Linwei Chen, Ying Fu, Lin Gu et al.*324 citations*
15. **[A Review of Safe Reinforcement Learning: Methods, Theories, and Applications ↗](https://doi.org/10.1109/tpami.2024.3457538)**Shangding Gu, Long Yang, Yali Du et al.*315 citations*
16. **[Advances and Challenges in Meta-Learning: A Technical Review ↗](https://doi.org/10.1109/tpami.2024.3357847)**Anna Vettoruzzo, Mohamed-Rafik Bouguelia, Joaquin Vanschoren et al.*314 citations*
17. **[Self-Supervised Learning for Time Series Analysis: Taxonomy, Progress, and Prospects ↗](https://doi.org/10.1109/tpami.2024.3387317)**Kexin Zhang, Qingsong Wen, Chaoli Zhang et al.*291 citations*
18. **[BEVFormer: Learning Bird’s-Eye-View Representation From LiDAR-Camera via Spatiotemporal Transformers ↗](https://doi.org/10.1109/tpami.2024.3515454)**Zhiqi Li, Wenhai Wang, Hongyang Li et al.*285 citations*
19. **[Metric3D v2: A Versatile Monocular Geometric Foundation Model for Zero-Shot Metric Depth and Surface Normal Estimation ↗](https://doi.org/10.1109/tpami.2024.3444912)**Mu Hu, Wei Yin, Chi Zhang et al.*260 citations*
20. **[A Comprehensive Survey on Source-Free Domain Adaptation ↗](https://doi.org/10.1109/tpami.2024.3370978)**Jingjing Li, Zhiqi Yu, Zhekai Du et al.*250 citations*
21. **[Conv2Former: A Simple Transformer-Style ConvNet for Visual Recognition ↗](https://doi.org/10.1109/tpami.2024.3401450)**Qibin Hou, Cheng-Ze Lu, Ming‐Ming Cheng et al.*239 citations*
22. **[Divide-and-Conquer: Confluent Triple-Flow Network for RGB-T Salient Object Detection ↗](https://doi.org/10.1109/tpami.2024.3511621)**Hao Tang, Zechao Li, Dong liang Zhang et al.*238 citations*
23. **[Transformer-Based Visual Segmentation: A Survey ↗](https://doi.org/10.1109/tpami.2024.3434373)**Xiangtai Li, Henghui Ding, Haobo Yuan et al.*236 citations*
24. **[Revitalizing Convolutional Network for Image Restoration ↗](https://doi.org/10.1109/tpami.2024.3419007)**Yuning Cui, Wenqi Ren, Xiaochun Cao et al.*233 citations*
25. **[Federated Learning for Generalization, Robustness, Fairness: A Survey and Benchmark ↗](https://doi.org/10.1109/tpami.2024.3418862)**Wenke Huang, Mang Ye, Zekun Shi et al.*232 citations*
26. **[Adan: Adaptive Nesterov Momentum Algorithm for Faster Optimizing Deep Models ↗](https://doi.org/10.1109/tpami.2024.3423382)**Xingyu Xie, Pan Zhou, Huan Li et al.*220 citations*
27. **[Appearance-Based Gaze Estimation With Deep Learning: A Review and Benchmark ↗](https://doi.org/10.1109/tpami.2024.3393571)**Yihua Cheng, Haofei Wang, Yiwei Bao et al.*219 citations*
28. **[Infrared and Visible Image Fusion: From Data Compatibility to Task Adaption ↗](https://doi.org/10.1109/tpami.2024.3521416)**Jinyuan Liu, Guanyao Wu, Zhu Liu et al.*218 citations*
29. **[CamoFormer: Masked Separable Attention for Camouflaged Object Detection ↗](https://doi.org/10.1109/tpami.2024.3438565)**Bowen Yin, Xuying Zhang, Deng-Ping Fan et al.*199 citations*
30. **[NaturalSpeech: End-to-End Text-to-Speech Synthesis With Human-Level Quality ↗](https://doi.org/10.1109/tpami.2024.3356232)**Xu Tan, Jiawei Chen, Haohe Liu et al.*195 citations*
31. **[Disentangled Representation Learning ↗](https://doi.org/10.1109/tpami.2024.3420937)**Xin Wang, Hong Chen, Si'ao Tang et al.*181 citations*
32. **[MTR++: Multi-Agent Motion Prediction With Symmetric Scene Modeling and Guided Intention Querying ↗](https://doi.org/10.1109/tpami.2024.3352811)**Shaoshuai Shi, Li Jiang, Dengxin Dai et al.*180 citations*
33. **[A General Spatial-Frequency Learning Framework for Multimodal Image Fusion ↗](https://doi.org/10.1109/tpami.2024.3368112)**Man Zhou, Jie Huang, Keyu Yan et al.*167 citations*
34. **[Towards Open Vocabulary Learning: A Survey ↗](https://doi.org/10.1109/tpami.2024.3361862)**Jianzong Wu, Xiangtai Li, Shilin Xu et al.*164 citations*
35. **[A Survey on Graph Neural Networks and Graph Transformers in Computer Vision: A Task-Oriented Perspective ↗](https://doi.org/10.1109/tpami.2024.3445463)**Chaoqi Chen, Yushuang Wu, Qiyuan Dai et al.*160 citations*
36. **[A Survey on Efficient Vision Transformers: Algorithms, Techniques, and Performance Benchmarking ↗](https://doi.org/10.1109/tpami.2024.3392941)**Lorenzo Papa, Paolo Russo, Irene Amerini et al.*153 citations*
37. **[Vision-Centric BEV Perception: A Survey ↗](https://doi.org/10.1109/tpami.2024.3449912)**Yuexin Ma, Tai Wang, Xuyang Bai et al.*150 citations*
38. **[Surface Reconstruction From Point Clouds: A Survey and a Benchmark ↗](https://doi.org/10.1109/tpami.2024.3429209)**ZhangJin Huang, Yuxin Wen, Zihao Wang et al.*144 citations*
39. **[From Simple to Complex Scenes: Learning Robust Feature Representations for Accurate Human Parsing ↗](https://doi.org/10.1109/tpami.2024.3366769)**Yunan Liu, Chunpeng Wang, Mingyu Lu et al.*117 citations*
40. **[DeepNet: Scaling Transformers to 1,000 Layers ↗](https://doi.org/10.1109/tpami.2024.3386927)**Hongyu Wang, Shuming Ma, Li Dong et al.*113 citations*
41. **[Self-Supervised High-Order Information Bottleneck Learning of Spiking Neural Network for Robust Event-Based Optical Flow Estimation ↗](https://doi.org/10.1109/tpami.2024.3510627)**Shuangming Yang, B. Linares-Barranco, Yuzhu Wu et al.*113 citations*
42. **[Physical Adversarial Attack Meets Computer Vision: A Decade Survey ↗](https://doi.org/10.1109/tpami.2024.3430860)**Hui Wei, Hao Tang, Xuemei Jia et al.*112 citations*
43. **[ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object Detection ↗](https://doi.org/10.1109/tpami.2024.3417329)**Youwei Pang, Xiaoqi Zhao, Tian-Zhu Xiang et al.*112 citations*
44. **[Synthetic Data in Human Analysis: A Survey ↗](https://doi.org/10.1109/tpami.2024.3362821)**Indu Joshi, Marcel Grimmer, Christian Rathgeb et al.*108 citations*
45. **[A Task-Guided, Implicitly-Searched and Meta-Initialized Deep Model for Image Fusion ↗](https://doi.org/10.1109/tpami.2024.3382308)**Risheng Liu, Zhu Liu, Jinyuan Liu et al.*107 citations*
46. **[Probabilistic Contrastive Learning for Long-Tailed Visual Recognition ↗](https://doi.org/10.1109/tpami.2024.3369102)**Chaoqun Du, Yulin Wang, Shiji Song et al.*107 citations*
47. **[A Survey on Information Bottleneck ↗](https://doi.org/10.1109/tpami.2024.3366349)**Shizhe Hu, Zhengzheng Lou, Xiaoqiang Yan et al.*106 citations*
48. **[Self-Supervised Multimodal Learning: A Survey ↗](https://doi.org/10.1109/tpami.2024.3429301)**Yongshuo Zong, Oisin Mac Aodha, Timothy M. Hospedales*106 citations*
49. **[Diffusion Models for Imperceptible and Transferable Adversarial Attack ↗](https://doi.org/10.1109/tpami.2024.3480519)**Jianqi Chen, Hao Chen, Keyan Chen et al.*104 citations*
50. **[Face Generation and Editing With StyleGAN: A Survey ↗](https://doi.org/10.1109/tpami.2024.3350004)**Andrew Melnik, Maksim Miasayedzenkau, Dzianis Makaravets et al.*103 citations*
51. **[Advancing Real-World Image Dehazing: Perspective, Modules, and Training ↗](https://doi.org/10.1109/tpami.2024.3416731)**Yuxin Feng, Long Ma, Xiaozhe Meng et al.*99 citations*
52. **[ETPNav: Evolving Topological Planning for Vision-Language Navigation in Continuous Environments ↗](https://doi.org/10.1109/tpami.2024.3386695)**Dong Un An, Hanqing Wang, Wenguan Wang et al.*99 citations*
53. **[LVLM-EHub: A Comprehensive Evaluation Benchmark for Large Vision-Language Models ↗](https://doi.org/10.1109/tpami.2024.3507000)**Peng Xu, Wenqi Shao, Kaipeng Zhang et al.*99 citations*
54. **[Learning From Human Educational Wisdom: A Student-Centered Knowledge Distillation Method ↗](https://doi.org/10.1109/tpami.2024.3354928)**Shunzhi Yang, Jinfeng Yang, MengChu Zhou et al.*96 citations*
55. **[Mine yOur owN Anatomy: Revisiting Medical Image Segmentation With Extremely Limited Labels ↗](https://doi.org/10.1109/tpami.2024.3461321)**Chenyu You, Weicheng Dai, Fenglin Liu et al.*93 citations*
56. **[Efficient Diffusion Model for Image Restoration by Residual Shifting ↗](https://doi.org/10.1109/tpami.2024.3461721)**Zongsheng Yue, Jianyi Wang, Chen Change Loy*90 citations*
57. **[Fast-BEV: A Fast and Strong Bird’s-Eye View Perception Baseline ↗](https://doi.org/10.1109/tpami.2024.3414835)**Yangguang Li, Bin Huang, Zeren Chen et al.*88 citations*
58. **[MixFormer: End-to-End Tracking With Iterative Mixed Attention ↗](https://doi.org/10.1109/tpami.2024.3349519)**Yutao Cui, Cheng Jiang, Gangshan Wu et al.*87 citations*
59. **[Cross-Image Pixel Contrasting for Semantic Segmentation ↗](https://doi.org/10.1109/tpami.2024.3367952)**Tianfei Zhou, Wenguan Wang*86 citations*
60. **[Virtual Category Learning: A Semi-Supervised Learning Method for Dense Prediction With Extremely Limited Labels ↗](https://doi.org/10.1109/tpami.2024.3367416)**Changrui Chen, Jungong Han, Kurt Debattista*86 citations*
61. **[A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning ↗](https://doi.org/10.1109/tpami.2024.3498346)**Zhenyi Wang, Enneng Yang, Li Shen et al.*83 citations*
62. **[Prototype-Based Semantic Segmentation ↗](https://doi.org/10.1109/tpami.2024.3387116)**Tianfei Zhou, Wenguan Wang*83 citations*
63. **[DifFace: Blind Face Restoration With Diffused Error Contraction ↗](https://doi.org/10.1109/tpami.2024.3432651)**Zongsheng Yue, Chen Change Loy*80 citations*
64. **[A Survey on Open-Vocabulary Detection and Segmentation: Past, Present, and Future ↗](https://doi.org/10.1109/tpami.2024.3413013)**Chaoyang Zhu, Long Chen*79 citations*
65. **[Vision Transformer With Quadrangle Attention ↗](https://doi.org/10.1109/tpami.2023.3347693)**Qiming Zhang, Jing Zhang, Yufei Xu et al.*79 citations*
66. **[A New Brain Network Construction Paradigm for Brain Disorder via Diffusion-Based Graph Contrastive Learning ↗](https://doi.org/10.1109/tpami.2024.3442811)**Yongcheng Zong, Qiankun Zuo, Michael K. Ng et al.*78 citations*
67. **[MCTformer+: Multi-Class Token Transformer for Weakly Supervised Semantic Segmentation ↗](https://doi.org/10.1109/tpami.2024.3404422)**Lian Xu, Mohammed Bennamoun, Farid Boussaïd et al.*78 citations*
68. **[RIGA: Rotation-Invariant and Globally-Aware Descriptors for Point Cloud Registration ↗](https://doi.org/10.1109/tpami.2023.3349199)**Hao Yu, Ji Hou, Zheng Qin et al.*76 citations*
69. **[On Transforming Reinforcement Learning With Transformers: The Development Trajectory ↗](https://doi.org/10.1109/tpami.2024.3408271)**Shengchao Hu, Li Shen, Ya Zhang et al.*75 citations*
70. **[Deep Learning Methods for Calibrated Photometric Stereo and Beyond ↗](https://doi.org/10.1109/tpami.2024.3388150)**Yakun Ju, Kin‐Man Lam, Wuyuan Xie et al.*74 citations*
71. **[QKSAN: A Quantum Kernel Self-Attention Network ↗](https://doi.org/10.1109/tpami.2024.3434974)**Ren-Xin Zhao, Jinjing Shi, Xuelong Li*74 citations*
72. **[A Survey of Label-Efficient Deep Learning for 3D Point Clouds ↗](https://doi.org/10.1109/tpami.2024.3416302)**Aoran Xiao, Xiaoqin Zhang, Ling Shao et al.*72 citations*
73. **[Blind Super-Resolution via Meta-Learning and Markov Chain Monte Carlo Simulation ↗](https://doi.org/10.1109/tpami.2024.3400041)**Jingyuan Xia, Zhixiong Yang, Shengxi Li et al.*72 citations*
74. **[CAP-UDF: Learning Unsigned Distance Functions Progressively From Raw Point Clouds With Consistency-Aware Field Optimization ↗](https://doi.org/10.1109/tpami.2024.3392364)**Junsheng Zhou, Baorui Ma, Shujuan Li et al.*71 citations*
75. **[Contrast-Phys+: Unsupervised and Weakly-Supervised Video-Based Remote Physiological Measurement via Spatiotemporal Contrast ↗](https://doi.org/10.1109/tpami.2024.3367910)**Zhaodong Sun, Xiaobai Li*71 citations*
76. **[PhenoBench: A Large Dataset and Benchmarks for Semantic Image Interpretation in the Agricultural Domain ↗](https://doi.org/10.1109/tpami.2024.3419548)**Jan Weyler, Federico Magistri, Elias Marks et al.*71 citations*
77. **[VALOR: Vision-Audio-Language Omni-Perception Pretraining Model and Dataset ↗](https://doi.org/10.1109/tpami.2024.3479776)**Jing Liu, Sihan Chen, Xingjian He et al.*71 citations*
78. **[STAR: A First-Ever Dataset and a Large-Scale Benchmark for Scene Graph Generation in Large-Size Satellite Imagery ↗](https://doi.org/10.1109/tpami.2024.3508072)**Yansheng Li, Linlin Wang, Tingzhu Wang et al.*67 citations*
79. **[Robust Multimodal Learning With Missing Modalities via Parameter-Efficient Adaptation ↗](https://doi.org/10.1109/tpami.2024.3476487)**Md Kaykobad Reza, Ashley Prater-Bennette, M. Salman Asif*66 citations*
80. **[Enhancing Video-Language Representations With Structural Spatio-Temporal Alignment ↗](https://doi.org/10.1109/tpami.2024.3393452)**Hao Fei, Shengqiong Wu, Meishan Zhang et al.*65 citations*
81. **[Metrics for Dataset Demographic Bias: A Case Study on Facial Expression Recognition ↗](https://doi.org/10.1109/tpami.2024.3361979)**Iris Dominguez-Catena, Daniel Paternain, Mikel Galar*65 citations*
82. **[RenAIssance: A Survey Into AI Text-to-Image Generation in the Era of Large Model ↗](https://doi.org/10.1109/tpami.2024.3522305)**Fengxiang Bie, Yibo Yang, Zhongzhu Zhou et al.*65 citations*
83. **[Changen2: Multi-Temporal Remote Sensing Generative Change Foundation Model ↗](https://doi.org/10.1109/tpami.2024.3475824)**Zhuo Zheng, Stefano Ermon, Dongjun Kim et al.*64 citations*
84. **[Deep Learning for Visual Speech Analysis: A Survey ↗](https://doi.org/10.1109/tpami.2024.3376710)**Changchong Sheng, Gangyao Kuang, Liang Bai et al.*63 citations*
85. **[Dense Continuous-Time Optical Flow From Event Cameras ↗](https://doi.org/10.1109/tpami.2024.3361671)**Mathias Gehrig, Manasi Muglikar, Davide Scaramuzza*63 citations*
86. **[MGNR: A Multi-Granularity Neighbor Relationship and Its Application in KNN Classification and Clustering Methods ↗](https://doi.org/10.1109/tpami.2024.3400281)**Jiang Xie, Xuexin Xiang, Shuyin Xia et al.*63 citations*
87. **[Rethinking the Effectiveness of Objective Evaluation Metrics in Multi-Focus Image Fusion: A Statistic-Based Approach ↗](https://doi.org/10.1109/tpami.2024.3367905)**Yü Liu, Zhengzheng Qi, Juan Cheng et al.*63 citations*
88. **[Box2Mask: Box-Supervised Instance Segmentation via Level-Set Evolution ↗](https://doi.org/10.1109/tpami.2024.3363054)**Wentong Li, Wenyu Liu, Jianke Zhu et al.*62 citations*
89. **[R3LIVE++: A Robust, Real-Time, Radiance Reconstruction Package With a Tightly-Coupled LiDAR-Inertial-Visual State Estimator ↗](https://doi.org/10.1109/tpami.2024.3456473)**Jiarong Lin, Fu Zhang*62 citations*
90. **[Deep Lossy Plus Residual Coding for Lossless and Near-Lossless Image Compression ↗](https://doi.org/10.1109/tpami.2023.3348486)**Yuanchao Bai, Xianming Liu, Kai Wang et al.*61 citations*
91. **[Parallel and Distributed Graph Neural Networks: An In-Depth Concurrency Analysis ↗](https://doi.org/10.1109/tpami.2023.3303431)**Maciej Besta, Torsten Hoefler*61 citations*
92. **[VST++: Efficient and Stronger Visual Saliency Transformer ↗](https://doi.org/10.1109/tpami.2024.3388153)**Nian Liu, Ziyang Luo, Ni Zhang et al.*60 citations*
93. **[Pruning Self-Attentions Into Convolutional Layers in Single Path ↗](https://doi.org/10.1109/tpami.2024.3355890)**Haoyu He, Jianfei Cai, Jing Liu et al.*58 citations*
94. **[Learning to Holistically Detect Bridges From Large-Size VHR Remote Sensing Imagery ↗](https://doi.org/10.1109/tpami.2024.3393024)**Yansheng Li, Junwei Luo, Yongjun Zhang et al.*57 citations*
95. **[Secrets of Event-Based Optical Flow, Depth and Ego-Motion Estimation by Contrast Maximization ↗](https://doi.org/10.1109/tpami.2024.3396116)**Shintaro Shiba, Yannick Klose, Yoshimitsu Aoki et al.*57 citations*
96. **[Video Coding for Machines: Compact Visual Representation Compression for Intelligent Collaborative Analytics ↗](https://doi.org/10.1109/tpami.2024.3367293)**Wenhan Yang, Haofeng Huang, Yueyu Hu et al.*57 citations*
97. **[Improving Fast Adversarial Training With Prior-Guided Knowledge ↗](https://doi.org/10.1109/tpami.2024.3381180)**Xiaojun Jia, Yong Zhang, Xingxing Wei et al.*56 citations*
98. **[Random Permutation Set Reasoning ↗](https://doi.org/10.1109/tpami.2024.3438349)**Jixiang Deng, Yong Sheng Deng, Jianbo Yang*55 citations*
99. **[Recent Advances in Optimal Transport for Machine Learning ↗](https://doi.org/10.1109/tpami.2024.3489030)**Eduardo Fernandes Montesuma, Fred Ngolè Mboula, Antoine Souloumiac*54 citations*
100. **[Robust Visual Question Answering: Datasets, Methods, and Future Challenges ↗](https://doi.org/10.1109/tpami.2024.3366154)**Jie Ma, Pinghui Wang, Dechen Kong et al.*54 citations*

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