Xiaofei He

28.2k citations

254 papers · 21.4k · 11 hit papers · h-index 65

Impact in

Computational Mathematics top 0.1%
Computer Vision and Pattern Recognition top 0.02%
- Face and Expression Recognition
- Image Retrieval and Classification Techniques
- Advanced Image and Video Retrieval Techniques
- Video Surveillance and Tracking Methods

Papers in

Computer Vision and Pattern Recognition 164
- Advanced Image and Video Retrieval Techniques 71
- Image Retrieval and Classification Techniques 67
- Face and Expression Recognition 64
- Advanced Neural Network Applications 19
- Multimodal Machine Learning Applications 16
Artificial Intelligence 94
- Text and Document Classification Technologies 15

Co-authors: Deng Cai (107 shared papers)Partha Niyogi (3 shared papers)Jiawei Han (22 shared papers)Deng Cai (11 shared papers)Thomas S. Huang (3 shared papers)Jiawei Han (4 shared papers)Chiyuan Zhang (6 shared papers)Wei-Ying Ma (14 shared papers)
Journals: IEEE Transactions on Knowledge and Data Engineering (19 papers)Neurocomputing (18 papers)IEEE Transactions on Pattern Analysis and Machine Intelligence (11 papers)IEEE Transactions on Image Processing (9 papers)Pattern Recognition (5 papers)
Partner nations: China United States Canada

In The Last Decade

Xiaofei He

246 papers receiving 20.8k citations

Xiaofei He's Hit Papers

11 papers align trajectories log scale

CrossFormer++: A Versatile Vision Transformer Hinging on Cross-Scale Attention 2023 · 199 citations

What are hit papers?

Paper score: A paper's citations measured against the top-1% bar of its own field and year: the square root of citations ÷ bar, so 1 means right at the bar and 2 means four times its citations. The bar blends the citation counts that enter the top 1% of the paper's subfields in its year (weighted 89.5%), of those subfields over all years (0.5%) and of its year across all fields (10%); a subfield and year with fewer than 400 papers takes its year's bar. Papers from 2026 are not scored yet: in an unfinished year, when a paper appeared matters more than how it is cited.

Hit paper: A paper cited at least 1.5× the top-1% bar of its field and year: a paper score of at least √1.5.

2023 IEEE Transactions on Pattern Analysis and Machine Intelligence
2023 CLIP is Also an Efficient Segmenter: A Text-Driven Approach for Weakly Supervised Semantic Segmentation
2022 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
2013 IEEE Transactions on Pattern Analysis and Machine Intelligence
2010 Unsupervised feature selection for multi-cluster data
2010 IEEE Transactions on Pattern Analysis and Machine Intelligence
2008 Locality sensitive discriminant analysis
2007 Semi-supervised Discriminant Analysis
2005 IEEE Transactions on Knowledge and Data Engineering
2005 Neural Information Processing Systems
2003 Neural Information Processing Systems

Peers

Countries citing papers authored by Xiaofei He

Since Specialization

Citations

This map shows the geographic impact of Xiaofei He's research. It shows the number of citations coming from papers published by authors working in each country. You can also color the map by specialization and compare the number of citations received by Xiaofei He with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Xiaofei He more than expected).

Fields of papers citing papers by Xiaofei He

Since Specialization

Physical SciencesHealth SciencesLife SciencesSocial Sciences

This network shows the impact of papers produced by Xiaofei He. Nodes represent research fields, and links connect fields that are likely to share authors. Colored nodes show fields that tend to cite the papers produced by Xiaofei He. The network helps show where Xiaofei He may publish in the future.

Co-authors

The 25 scholars most cited alongside Xiaofei He, linked wherever they have co-authored with each other. Click a name or a connecting line to browse the papers they share.

Border = papers with Xiaofei He Line = papers co-authored together Xiaofei He links everyone, so they are left out of the graph.

All Works

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20 of 20 papers shown

Showing the 20 most-cited of 254 papers — load more, or switch the sort, to bring in the rest.

#	Work
1	Locality Preserving Projections Neural Information Processing Systems ·Xiaofei He, Partha Niyogi Hit paper breakdown →	2003	3224
2	Graph Regularized Nonnegative Matrix Factorization for Data Representation IEEE Transactions on Pattern Analysis and Machine Intelligence ·Deng Cai, Xiaofei He, Jiawei Han, Thomas S. Huang Hit paper breakdown →	2010	1982
3	Laplacian Score for Feature Selection Neural Information Processing Systems ·Xiaofei He, Deng Cai, Partha Niyogi Hit paper breakdown →	2005	1468
4	Unsupervised feature selection for multi-cluster data Deng Cai, Chiyuan Zhang, Xiaofei He Hit paper breakdown →	2010	914
5	Fast and Accurate Matrix Completion via Truncated Nuclear Norm Regularization IEEE Transactions on Pattern Analysis and Machine Intelligence ·Yao Hu, Debing Zhang, Jieping Ye, Xuelong Li, Xiaofei He Hit paper breakdown →	2013	650
6	Semi-supervised Discriminant Analysis Deng Cai, Xiaofei He, Jiawei Han Hit paper breakdown →	2007	645
7	Document clustering using locality preserving indexing IEEE Transactions on Knowledge and Data Engineering ·Deng Cai, Xiaofei He, Jiawei Han Hit paper breakdown →	2005	618
8	SRDA: An Efficient Algorithm for Large-Scale Discriminant Analysis IEEE Transactions on Knowledge and Data Engineering ·Deng Cai, Xiaofei He, Jiawei Han	2007	411
9	Locality sensitive discriminant analysis Deng Cai, Jiawei Han, Xiaofei He, Kun Zhou, Hujun Bao Hit paper breakdown →	2008	402
10	Non-negative Matrix Factorization on Manifold Deng Cai, Xiaofei He, Wu Xiaoyun, Jiawei Han	2008	328
11	Locally Consistent Concept Factorization for Document Clustering IEEE Transactions on Knowledge and Data Engineering ·Deng Cai, Xiaofei He, Jiawei Han	2010	318
12	Spectral Regression for Efficient Regularized Subspace Learning Deng Cai, Xiaofei He, Jiawei Han	2007	311
13	Tensor Subspace Analysis Neural Information Processing Systems ·Xiaofei He, Deng Cai, Partha Niyogi	2005	300
14	Learning a Spatially Smooth Subspace for Face Recognition Deng Cai, Xiaofei He, Yuxiao Hu, Jiawei Han, Thomas S. Huang	2007	288
15	Hierarchical clustering of WWW image search results using visual, textual and link information UCL Discovery (University College London) ·Deng Cai, Xiaofei He, Zhiwei Li, Wei-Ying Ma, Ji-Rong Wen	2004	253
16	Music recommendation by unified hypergraph Jiajun Bu, Shulong Tan, Chun Chen, Can Wang, Hao Wu, Lijun Zhang, Xiaofei He	2010	226
17	Robust Structured Nonnegative Matrix Factorization for Image Representation IEEE Transactions on Neural Networks and Learning Systems ·Zechao Li, Jinhui Tang, Xiaofei He	2017	216
18	Laplacian Regularized Gaussian Mixture Model for Data Clustering IEEE Transactions on Knowledge and Data Engineering ·Xiaofei He, Deng Cai, Yuanlong Shao, Hujun Bao, Jiawei Han	2011	209
19	CLRNet: Cross Layer Refinement Network for Lane Detection 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) ·Zhengkai Tu, Yifei Huang, Yang Liu, Wenjian Tang, Deng Cai, Xiaofei He +1 other Hit paper breakdown →	2022	204
20	CrossFormer++: A Versatile Vision Transformer Hinging on Cross-Scale Attention IEEE Transactions on Pattern Analysis and Machine Intelligence ·Wenxiao Wang, Wei Chen, Qibo Qiu, Long Chen, Boxi Wu, Binbin Lin, Xiaofei He, Wei Liu Hit paper breakdown →	2023	199

About Xiaofei He

Xiaofei He is a scholar working on Computer Vision and Pattern Recognition, Artificial Intelligence, Media Technology, Computational Mechanics and Signal Processing, having authored 254 papers that have together received 21.4k indexed citations. Recurring topics across this work include Advanced Image and Video Retrieval Techniques (71 papers), Image Retrieval and Classification Techniques (67 papers), Face and Expression Recognition (64 papers), Sparse and Compressive Sensing Techniques (27 papers), Advanced Neural Network Applications (19 papers), Nonlinear Differential Equations Analysis (16 papers), Multimodal Machine Learning Applications (16 papers) and Text and Document Classification Technologies (15 papers). The work is most often cited by research in Computational Mathematics (450 citations), Computer Vision and Pattern Recognition (13.4k citations), Media Technology (2.8k citations), Artificial Intelligence (8.2k citations) and Signal Processing (2.0k citations). Xiaofei He has collaborated with scholars based in China, United States and Canada. Frequent co-authors include Deng Cai, Partha Niyogi, Jiawei Han, Deng Cai, Thomas S. Huang, Jiawei Han, Chiyuan Zhang, Wei-Ying Ma, Hujun Bao and Jiajun Bu. Their work appears in journals such as IEEE Transactions on Knowledge and Data Engineering, Neurocomputing, IEEE Transactions on Pattern Analysis and Machine Intelligence, IEEE Transactions on Image Processing and Pattern Recognition.

Rankless uses publication and citation data sourced from OpenAlex, an open and comprehensive bibliographic database. While OpenAlex provides broad and valuable coverage of the global research landscape, it—like all bibliographic datasets—has inherent limitations. These include incomplete records, variations in author disambiguation, differences in journal indexing, and delays in data updates. As a result, some metrics and network relationships displayed in Rankless may not fully capture the entirety of a scholar's output or impact.

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Xiaofei He's Hit Papers

Peers

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Fields of papers citing papers by Xiaofei He

All Works

About Xiaofei He

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