Introduction

About Me

Greetings! My name is Hoàng-Ân Lê. I am from Ho Chi Minh city, Vietnam.

I obtained the PhD degree in Computer Science in 2021 from the Computer Vision lab, University of Amsterdam under the supervision of Prof. Theo Gevers and Dr. Thomas Mensink. The doctoral study was fully funded by the EUHorizon 2020 program within the TrimBot2020 project. My doctoral thesis is titled Outdoor Image Understanding from Multiple Vision Modalities.

I have been a regular reviewer for several high-ranking conferences and journals, including CVPR (IEEE/CVF), BMVC (BMVA), WACV (IEEE/CVF), ACCV (AFCV), JSTARS (IEEE)

My CV can be found here , last updated in Sep 2024.

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Following is the list of the wonderful people with whom I have had a chance to work.

  • Prof. Sébastien Lefèvre
  • Dr. Minh-Tan Pham
  • Prof. Theo Gevers (UvA, Ph.D promotor)
  • Dr. Thomas Mensink (UvA, Ph.D co-promotor)
  • Anil Baslamisli
  • Prof. Minh Do (UIUC, Master thesis advisor)
  • Prof. Benoit Huet
  • Quoc-Minh Bui
  • Assoc/Prof. Minh-Triet Tran (HCMUS-VNU, Bachelor thesis advisor)
  • Truong-An Pham
  • Khoi-Nguyen C. Mac
  • Minh-Thong Doan
  • SUPERVISION

  • 2024 Anh-Kiet Duong (Université de Limoges), Towards Privacy-Preserving Federated Learning Across Multiple Datasets, co-supervised with Dr. Minh-Tan Pham
  • 2021 Wei-Hsin Tseng, (Copernicus Master in Digital Earth program, Université Bretagne-Sud), Contrastive Learning for Localizing Elevation Data, co-supervised with Sébastien Lefèvre, Dirk Tiede, and Alexandre Boulch.
  • Research

    Publications

    List of publications on Goole Scholar

    le21eden

    EDEN: Multimodal Synthetic Dataset of Enclosed GarDEN Scenes

    Hoàng-Ân Lê, Partha Das, Thomas Mensink, Theo Gevers
    arxiv | project page |
    le20bmvc

    Novel View Synthesis from Single Images via Point Cloud Transformation

    Hoàng-Ân Lê, Thomas Mensink, Partha Das, Theo Gevers
    arxiv | project page |
    le18bmvc

    Three for one and one for three: Flow, Segmentation, and Surface Normals

    Hoàng-Ân Lê, Anil Baslamisli, Thomas Mensink, Theo Gevers
    arxiv | project page |
    baslamili18eccv

    Joint Learning of Intrinsic Images and Semantic Segmentation

    Anil S. Baslamisli, Thomas Tiel Groenestege, Partha Das, Hoàng-Ân Lê, Sezer Karaoglu, Theo Gevers
    arxiv | project page | code |
  • Hoàng-Ân Lê, Outdoor Image Understanding from Multiple Vision Modalities, Doctoral Thesis at University of Amsterdam, 2021 | project page |
  • JOURNALS

  • Hoàng-Ân Lê, Florent Guiotte, Minh-Tan Pham, Sébastien Lefèvre, Thomas Corpetti, Learning Digital Terrain Models From Point Clouds: ALS2DTM Dataset and Rasterization-Based GAN, in IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS), 2022 |
  • Hoàng-Ân Lê, Heng Zhang, Minh-Tan Pham, Sébastien Lefèvre, Mutual Guidance Meets Supervised Contrastive Learning: Vehicle Detection in Remote Sensing Images, in Remote Sensing, 2022 |
  • Hoàng-Ân Lê, Tushar Nimbhokar, Thomas Mensink, Anil S. Baslamisli, Sezer Karaoglu, Theo Gevers, Automatic generation of dense non-rigid optical flow, in Computer Vision and Image Understanding (CVIU), 2021 |
  • Anil S. Baslamisli, Partha Das, Hoàng-Ân Lê, Sezer Karaoglu, Theo Gevers, ShadingNet: Image Intrinsics by Fine-Grained Shading Decomposition, in International Journal of Computer Vision (IJCV), 2021 |
  • Hoàng-Ân Lê, Minh-Thong Doan, Minh-Triet Tran, Webcam-based Laser Dot Detection Technique in Computer Remote Control, in International Conference on Theories and Applications of Computer Science: Special issue of the Journal of Science and Technology (ICTACS), 2010 | slides | demo |
  • CONFERENCES

  • Anh-Kiet Duong, Hoàng-Ân Lê, Minh-Tan Pham, Leveraging feature communication in federated learning for remote sensing image classification, in IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2024 | arxiv |
  • Hoàng-Ân Lê, Minh-Tan Pham, Leveraging knowledge distillation for partial multi-task learning from multiple remote sensing datasets, in IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2024 | arxiv |
  • Hoàng-Ân Lê; Minh-Tan Pham, Novel View Synthesis from Single Images via Point Cloud Transformation, in British Machine Vision Conference (BMVC), 2023 | arxiv | project page |
  • Hoàng-Ân Lê, Minh-Tan Pham, Knowledge Distillation for Object Detection: from generic to remote sensing datasets, in IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2023 | arxiv |
  • Anne Achieng Osio, Hoàng-Ân Lê, Samson Ayugi, Fred Onyango, Peter Odwe, Sébastien Lefèvre, Detection of Degraded Acacia tree species using deep neural networks on uav drone imagery, in ISPRS Annals of the Photogrammetry, 2022 | arxiv |
  • Wei-Hsin Tseng, Hoàng-Ân Lê, Alexandre Boulch, Sébastien Lefèvre, Dirk Tiede, CroCo: Cross-Modal Contrastive learning for localization of Earth Observation data, in ISPRS Annals of the Photogrammetry, 2022 | arxiv |
  • Hoàng-Ân Lê, Partha Das, Thomas Mensink, Theo Gevers, EDEN: Multimodal Synthetic Dataset of Enclosed GarDEN Scenes, in Winter Conference of Applications on Computer Vision (WACV), 2021 | arxiv | project page |
  • Jian Han, Sezer Karaoglu, Hoàng-Ân Lê, Theo Gevers, Object features and face detection performance: Analyses with 3D-rendered synthetic data, in International Conference on Pattern Recognition (ICPR), 2020 | arxiv |
  • Hoàng-Ân Lê, Thomas Mensink, Partha Das, Theo Gevers, Novel View Synthesis from Single Images via Point Cloud Transformation, in British Machine Vision Conference (BMVC), 2020 | arxiv | project page |
  • Hoàng-Ân Lê, Anil Baslamisli, Thomas Mensink, Theo Gevers, Three for one and one for three: Flow, Segmentation, and Surface Normals, in British Machine Vision Conference (BMVC), 2018 | arxiv | project page |
  • Anil S. Baslamisli, Thomas Tiel Groenestege, Partha Das, Hoàng-Ân Lê, Sezer Karaoglu, Theo Gevers, Joint Learning of Intrinsic Images and Semantic Segmentation, in European Conference in Computer Vision (ECCV), 2018 | arxiv | project page | code |
  • Anil S. Baslamisli, Hoàng-Ân Lê, Theo Gevers, CNN based Learning using Reflection and Retinex Models for Intrinsic Image Decomposition, in Computer Vision and Pattern Recognition (CVPR), 2018 | arxiv | project page |
  • I. Pratikakis, M. A. Savelonas, F. Arnaoutoglou, G. Ioannakis, A. Koutsoudis, T. Theoharis, M.-T. Tran, V.-T. Nguyen, V.-K. Pham, H.-D. Nguyen, Hoàng-Ân Lê, B.-H. Tran, Q. H. To, M.-B. Truong, T. V. Phan, M.-D. Nguyen, T.-A. Than, K.-N. C. Mac, M. N. Do, A-D. Duong, T. Furuya, R. Ohbuchi, M. Aono, S. Tashiro, D. Pickup, X. Sun, P. L. Rosin, R. R. Martin, Partial Shape Queries for 3D Object Retrieval, in Eurographics 2016 Workshop on 3D Object Retrieval, 2016 |
  • Hoàng-Ân Lê, Khoi-Nguyen C. Mac, Truong-Ân Pham, Vinh-Tiep Nguyen, Minh-Triet Tran, Multimodal Smart Interactive Presentation System, in International Conference on Human-Computer Interaction (HCII), 2013 | demo |
  • Hoàng-Ân Lê, Khoi-Nguyen C. Mac, Truong-Ân Pham, Minh-Triet Tran, Realtime Pointing Gesture Recognition and Applications in Multi-user Interaction, in Asian Conference on Intelligent Information and Database Systems (ACIIDS), 2013 | demo |
  • Hoàng-Ân Lê, Khoi-Nguyen C. Mac, Truong-Ân Pham, Vinh-Tiep Nguyen, Minh-Triet Tran, And-Duc Duong, SIM-Smart Interactive Map with Pointing Gestures, in International Conference on Intelligent Human-Machine Systems and Cybernetics (IHMSC), 2012 | demo |
  • WORKSHOPS

  • Radim Tylecek, Torsten Sattler, Hoàng-Ân Lê, Thomas Brox, Marc Pollefeys, Robert B. Fisher, Theo Gevers, The Second Workshop on 3D Reconstruction Meets Semantics: Challenge Results Discussion, in European Conference in Computer Vision (ECCV) Workshop, 2018 | project page |
  • Maria Eskevich, Quoc-Minh Bui, Hoàng-Ân Lê, Benoit Huet, Exploring Video Hyperlinking in Broadcast Media, in Workshop on Speech, Language, and Audio in Multimedia (SLAM), 2016 |
  • Hoàng-Ân Lê, Quoc-Minh Bui, Benoit Huet, Barbora Cervenkova, Jan Bouchner, Evlampios Apostolidis, Fotini Markatopoulou, Alexandros Pournaras, Vasileios Mezaris, Daniel Stein, S. Eickeler, M. Stadtschnitzer, LinkedTV at MediaEval 2014 Search and Hyperlinking Task, in MediaEval Benchmarking Initiative for Multimedia Evaluation Workshop, 2014 |