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News
🏆 [Feb 2026]
BluRef accepted to CVPR 2026.
💼 [May 2025]
Joined Sony R&D as a Research Intern, working on gallery-based image restoration.
🎓 [Aug 2024]
Started my PhD at University of Wisconsin–Madison.
🏆 [Feb 2024]
Blur2Blur accepted to CVPR 2024.
🏆 [Feb 2023]
HyperCUT accepted to CVPR 2023.
🏅 [Dec 2022]
Received Excellent B.Sc. in Computer Science (top 1%, GPA: 3.9/4.0) from HCMUS.
🔬 [Jul 2022]
Joined VinAI Research, Vietnam as a Research Resident.
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BluRef: Unsupervised Image Deblurring with Dense-Matching References
Bang-Dang Pham,
Anh Tran,
Cuong Pham,
Minh Hoai
CVPR, 2026
Introduces a novel unpaired reference-based deblurring framework for camera-specific image restoration,
eliminating the need for controlled data collection or paired supervision.
The method leverages an iterative dense-matching training strategy to construct high-quality pseudo ground truth,
enabling robust generalization across diverse real-world blur scenarios.
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Blur2Blur: Blur Conversion for Unsupervised Image Deblurring on Unknown Domains
Bang-Dang Pham,
Phong Tran,
Anh Tran,
Cuong Pham,
Rang Nguyen,
Minh Hoai
CVPR, 2024
project page /
arXiv
Introduces a novel framework to train camera-specific image deblurring algorithms by transforming challenging
real blurry images into known blur kernels
using only unpaired data, simplifying the deblurring process and demonstrating superior performance on benchmarks.
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HyperCUT: Video Sequence from a Single Blurry Image using Unsupervised Ordering
Bang-Dang Pham,
Phong Tran,
Anh Tran,
Cuong Pham,
Rang Nguyen,
Minh Hoai
CVPR, 2023
project page /
paper /
video /
poster
Tackles image-to-video deblurring, resolving sequence order ambiguity using a self-supervised method.
Also introduces a diverse real blur-to-video image dataset (RB2V) covering domains like faces, hands, and streets.
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Awards and Honors
- CS Departmental Scholarship, University of Wisconsin–Madison.
- 1st Prize in SHREC’22 Track: Open-Set 3D Object Retrieval – 2022.
- Distinctive Mention in MediaEval 2021 Workshop Program – 2021.
- 1st Prize in Visual Sentiment Analysis of MediaEval 2021.
- 1st Prize in 3D Shape Retrieval Challenge (SHREC’21) – 2021.
- 1st Prize in Sports Video Classification of MediaEval 2020.
- Excellent Young Research Award at VANJ 2020 Conference – 2020.
- Top 10 at AI4VN – 2020.
- Top 3 at Emotion Recognition Competition – 2019.
- Top 5 at Zalo AI Hackathon – 2019.
- 2nd Prize in Informatics Olympic Contest for Students – 2019.
- 2nd Prize in National Master of Ceremonies Contest – 2019.
- 3rd Prize in Informatics Olympic Contest for Students – 2018.
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Reviewer Activities
- Conferences: CVPR, ICCV, ECCV, NeurIPS, ACM MM, WACV (2024–2025)
- Journals: IEEE TPAMI, IJCV, CVIU, Pattern Recognition, Neural Networks (2024–2025)
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