Research Interests
My research lies in the field of Computer Vision and Deep Learning, including but not limited to:
- Person Re-Identification in-the-wild
- 3D Human Reconstruction
- 3D/CAD Generation and Reconstruction
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Cross-Modality Complementary Learning for Video-based Cloth-Changing Person Re-Identification.
Vuong D. Nguyen, Pranav Mantini, Shishir K. Shah
Asian Conference on Computer Vision (ACCV), 2024 (Oral - 5.6%)
[PDF]
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CrossViT-ReID: Cross-Attention Vision Transformer for Occluded Cloth-Changing Person Re-Identification.
Vuong D. Nguyen, Pranav Mantini, Shishir K. Shah
Asian Conference on Computer Vision (ACCV), 2024
[PDF]
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Contrastive Viewpoint-aware Shape Learning for Long-term Person Re-Identification.
Vuong D. Nguyen, Khadija Khaldi, Dzung Nguyen, Pranav Mantini, Shishir K. Shah
IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2024
[PDF]
[Code]
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Domain Shift in Person Re-Identification: A Survey and Analysis.
Vuong D. Nguyen, Samiha Mirza, Abdollah Zakeri, Ayush Gupta, Khadija Khaldi, Rahma Aloui, Pranav Mantini, Shishir K. Shah, Fatima Merchant
IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), 2024
[PDF]
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Attention-based Cross-Modality Learning for Cloth-Changing and Occluded Person Re-Identification.
Vuong D. Nguyen, Pranav Mantini, Shishir K. Shah
IEEE International Conference on Image Processing (ICIP), 2024
[PDF]
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Occlusion-aware Cross-Attention Fusion for Video-based Occluded
Cloth-Changing Person Re-Identification.
Vuong D. Nguyen, Pranav Mantini, Shishir K. Shah
IEEE International Joint Conference on Biometrics (IJCB), 2024 (Oral)
[PDF]
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Recall-based Knowledge Distillation for Data Distribution based Catastrophic Forgetting in Semantic Segmentation.
Samiha Mirza, Apurva Gala, Pandu Devarakota, Vuong D. Nguyen, Pranav Mantini, Shishir K. Shah
International Conference on Pattern Recognition (ICPR), 2024
[PDF]
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Occluded Cloth-Changing Person Re-Identification via Occlusion-aware
Appearance and Shape Reasoning.
Vuong D. Nguyen, Pranav Mantini, Shishir K. Shah
IEEE International Conference on Advanced Video and Signal-Based Surveillance (AVSS), 2024 (Oral)
[PDF]
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Contrastive Clothing and Pose Generation for Cloth-Changing Person Re-Identification.
Vuong D. Nguyen, Pranav Mantini, Shishir K. Shah
IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), 2024
[PDF]
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Temporal 3D Shape Modeling for Video-based Cloth-Changing Person Re-Identification.
Vuong D. Nguyen, Pranav Mantini, Shishir K. Shah
IEEE/CVF Winter Conference on Applications of Computer Vision Workshops (WACVW), 2024
[PDF]
[Code]
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Unsupervised Person Re-Identification in Aerial Imagery.
Khadija Khaldi, Vuong D. Nguyen, Pranav Mantini, Shishir K. Shah
IEEE/CVF Winter Conference on Applications of Computer Vision Workshops (WACVW), 2024
[PDF]
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Attention-based 3D Shape and Gait Representations Learning for Video-based Cloth-Changing Person Re-Identification.
Vuong D. Nguyen, Samiha Mirza, Pranav Mantini, Shishir K. Shah
VISIGRAPP (2: VISAPP), 2024
[PDF]
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Data Quality Aware Approaches for Addressing Model Drift of Semantic
Segmentation Models.
Samiha Mirza, Vuong D. Nguyen, Pranav Mantini, Shishir K. Shah
VISIGRAPP (3: VISAPP), 2024
[PDF]
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Professional Services
- President at Cougar Vision group
- Judge at Three-minute Thesis Competition (3MT), College of Natural Sciences and Mathematics, UH
- Reviewer at
- International Conference on Learning Representations (ICLR) 2025
- International Journal of Computer Vision (IJCV)
- IEEE Transactions on Circuits and Systems for Video Technology (TCSVT)
- Pattern Recognition (Elsevier)
- Image and Vision Computing (Elsevier)
- British Machine Vision Conference (BMVC) 2024
- ACM Conference on Multimedia (MM) 2024
- The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops 2024
- IEEE International Conference on Multimedia and Expo (ICME) 2024
- Mentor at Vietnam Education Foundation (VEF) 2.0 Program
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Awards and Achievements
- Outstanding Junior Ph.D. Student Award - University of Houston, 2024
- Winner of Audience's Choice Prize and 1st-Runner-up of Committee's Choice Prize - Ph.D. Research Showcase Competition, University of Houston 2024
- Cullen Graduate Student Success Fellowship - University of Houston, 2022
- FPT Young Talents Scholarship - FPT Group, 2020
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