Publications by authors named "Junchi Yan"

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CrossEarth: Geospatial Vision Foundation Model for Domain Generalizable Remote Sensing Semantic Segmentation.
Ziyang Gong, Zhixiang Wei, Di Wang, Xiaoxing Hu, Xianzheng Ma, Xue Yang, Junchi Yan

IEEE Trans Pattern Anal Mach Intell· December 2025

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SPOT: Scalable 3D Pre-Training via Occupancy Prediction for Learning Transferable 3D Representations.
Xiangchao Yan, Runjian Chen, Bo Zhang, Hancheng Ye, Renqiu Xia, Junchi Yan

IEEE Trans Pattern Anal Mach Intell· November 2025

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Sel4FT: Annotation Selection for Pretraining-Finetuning With Distribution Shift.
Han Lu, Yichen Xie, Mingyu Ding, Wei Zhan, Xiaokang Yang, Junchi Yan

IEEE Trans Pattern Anal Mach Intell· November 2025

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EasyOutPainter: One Step Image Outpainting With Both Continuous Multiple and Resolution.
Shaofeng Zhang, Qiang Zhou, Zhibin Wang, Hao Li, Junchi Yan

IEEE Trans Pattern Anal Mach Intell· October 2025

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Fast and Interpretable 2D Homography Decomposition: Similarity-Kernel-Similarity and Affine-Core-Affine Transformations.
Shen Cai, Zhanhao Wu, Lingxi Guo, Jiachun Wang, Siyu Zhang, Junchi Yan

IEEE Trans Pattern Anal Mach Intell· September 2025

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On neural architecture search and hyperparameter optimization: A max-flow based approach.
Chao Xue, Jiaxing Li, Xiaoxing Wang, Yibing Zhan, Junchi Yan

Neural Netw· August 2025

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Wholly-WOOD: Wholly Leveraging Diversified-Quality Labels for Weakly-Supervised Oriented Object Detection.
Yi Yu, Xue Yang, Yansheng Li, Zhenjun Han, Feipeng Da, Junchi Yan

IEEE Trans Pattern Anal Mach Intell· June 2025

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The Decoupling Concept Bottleneck Model.
Rui Zhang, Xingbo Du, Junchi Yan, Shihua Zhang

IEEE Trans Pattern Anal Mach Intell· February 2025

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Understanding and mitigating dimensional collapse of Graph Contrastive Learning: A non-maximum removal approach.
Jiawei Sun, Ruoxin Chen, Jie Li, Yue Ding, Chentao Wu, Junchi Yan

Neural Netw· January 2025

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ChartX and ChartVLM: A Versatile Benchmark and Foundation Model for Complicated Chart Reasoning.
Renqiu Xia, Hancheng Ye, Xiangchao Yan, Qi Liu, Hongbin Zhou, Junchi Yan

IEEE Trans Image Process· January 2025

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EasyDGL: Encode, Train and Interpret for Continuous-Time Dynamic Graph Learning.
Chao Chen, Haoyu Geng, Nianzu Yang, Xiaokang Yang, Junchi Yan

IEEE Trans Pattern Anal Mach Intell· December 2024

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NCMNet: Neighbor Consistency Mining Network for Two-View Correspondence Pruning.
Xin Liu, Rong Qin, Junchi Yan, Jufeng Yang

IEEE Trans Pattern Anal Mach Intell· December 2024

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STAR: A First-Ever Dataset and A Large-Scale Benchmark for Scene Graph Generation in Large-Size Satellite Imagery.
Yansheng Li, Linlin Wang, Tingzhu Wang, Xue Yang, Junwei Luo, Junchi Yan

IEEE Trans Pattern Anal Mach Intell· November 2024

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Hyperparameter optimization: Classics, acceleration, online, multi-objective, and tools.
Jia Mian Tan, Haoran Liao, Wei Liu, Changjun Fan, Jincai Huang, Junchi Yan

Math Biosci Eng· June 2024

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ScaleGCN: Efficient and Effective Graph Convolution via Channel-Wise Scale Transformation.
Tianqi Zhang, Qitian Wu, Junchi Yan, Yunan Zhao, Bing Han

IEEE Trans Neural Netw Learn Syst· April 2024

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Robust Mesh Representation Learning via Efficient Local Structure-Aware Anisotropic Convolution.
Zhongpai Gao, Junchi Yan, Guangtao Zhai, Juyong Zhang, Xiaokang Yang

IEEE Trans Neural Netw Learn Syst· November 2023

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HDGT: Heterogeneous Driving Graph Transformer for Multi-Agent Trajectory Prediction via Scene Encoding.
Xiaosong Jia, Penghao Wu, Li Chen, Yu Liu, Hongyang Li, Junchi Yan

IEEE Trans Pattern Anal Mach Intell· November 2023

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DIY Your EasyNAS for Vision: Convolution Operation Merging, Map Channel Reducing, and Search Space to Supernet Conversion Tooling.
Xiaoxing Wang, Zhirui Lian, Jiale Lin, Chao Xue, Junchi Yan

IEEE Trans Pattern Anal Mach Intell· November 2023

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ZeroBind: a protein-specific zero-shot predictor with subgraph matching for drug-target interactions.
Yuxuan Wang, Ying Xia, Junchi Yan, Ye Yuan, Hong-Bin Shen

Nat Commun· November 2023

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Learning Deep Generative Clustering via Mutual Information Maximization.
Xiaojiang Yang, Junchi Yan, Yu Cheng, Yizhe Zhang

IEEE Trans Neural Netw Learn Syst· September 2023

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Learning High-Order Graph Convolutional Networks via Adaptive Layerwise Aggregation Combination.
Tianqi Zhang, Qitian Wu, Junchi Yan

IEEE Trans Neural Netw Learn Syst· August 2023

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Unsupervised Learning of Graph Matching With Mixture of Modes via Discrepancy Minimization.
Runzhong Wang, Junchi Yan, Xiaokang Yang

IEEE Trans Pattern Anal Mach Intell· August 2023

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Detecting Rotated Objects as Gaussian Distributions and its 3-D Generalization.
Xue Yang, Gefan Zhang, Xiaojiang Yang, Yue Zhou, Wentao Wang, Junchi Yan

IEEE Trans Pattern Anal Mach Intell· April 2023

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SCRDet++: Detecting Small, Cluttered and Rotated Objects via Instance-Level Feature Denoising and Rotation Loss Smoothing.
Xue Yang, Junchi Yan, Wenlong Liao, Xiaokang Yang, Jin Tang

IEEE Trans Pattern Anal Mach Intell· February 2023

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Neural Graph Matching Network: Learning Lawler's Quadratic Assignment Problem With Extension to Hypergraph and Multiple-Graph Matching.
Runzhong Wang, Junchi Yan, Xiaokang Yang

IEEE Trans Pattern Anal Mach Intell· September 2022

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