I am currently a final year PhD student in Computer Vision at Ecole Normale Superieure, INRIA's WILLOW team and Valeo.ai. Prior to my PhD, I was a student in Mathématique-Vision-Apprentissage (MVA) master at Ecole Normale Supérieure de Paris Saclay and the Ingénieur Polytechnicien Program of Ecole Polytechnique.
My research focuses on learning problems in images that require less supervision including object discovery, self-supervised feature learning, weakly supervised object detection/segmentation and active learning.
News
- 10/2021 Our work on unsupervised object discovery/detection, LOST, is accepted to BMVC 2021.
- 09/2021 Our work on large-scale unsupervised object discovery, LOD, is accepted to NeuRIPS 2021.
- 03/2021 Our paper on weakly supervised lesion segmentation is accepted at MIDL 2021.
- 07/2020 Our work on unsupervised object discovery, rOSD, is accepted at ECCV 2020.
- 10/2019 I am visiting Center for Data Science, New York University for 3 months.
- 03/2019 Our work on unsupervised object discovery, OSD, is accepted at CVPR 2019.
- 10/2018 I start my PhD in INRIA's Willow team and Valeo.ai under the supervision of Prof. Jean Ponce and Dr. Patrick Pérez.
- 04/2018 I start a 6-month research internship in the WILLOW team of INRIA and Center for Data Science (New York university), working on object discovery under the supervision of Prof. Jean Ponce and Prof. Yann LeCun.
- 04/2017 I start a 5-month internship at Technicolor, working on Image inpainting under the supervision of Dr. Patrick Pérez.
Invited Talks
- 12/2021 IMAGINE Group, École des ponts ParisTech, Paris.
Publications
BMVC 2021Localizing Objects with Self-Supervised Transformers and no Labels
[paper][code]
Oriane Siméoni, Gilles Puy, Huy V. Vo, Simon Roburin, Spyros Gidaris, Andrei Bursuc, Patrick Pérez, Renaud Marlet and Jean Ponce
[paper][code]
Oriane Siméoni, Gilles Puy, Huy V. Vo, Simon Roburin, Spyros Gidaris, Andrei Bursuc, Patrick Pérez, Renaud Marlet and Jean Ponce
NeurIPS 2021Large-Scale Unsupervised Object Discovery
[project page]
Huy V. Vo, Elena Sizikova, Cordelia Schmid, Patrick Pérez, Jean Ponce
[project page]
Huy V. Vo, Elena Sizikova, Cordelia Schmid, Patrick Pérez, Jean Ponce
MIDL 2021Improving Weakly Supervised Lesion Segmentation using Multi-Task Learning
[paper][code]
Tianshu Chu, Xinmeng Li, Huy V. Vo, Ronald M Summers, Elena Sizikova
[paper][code]
Tianshu Chu, Xinmeng Li, Huy V. Vo, Ronald M Summers, Elena Sizikova
ECCV 2020Toward unsupervised, multi-object discovery in large-scale image collections
[project page]
Huy V. Vo, Patrick Pérez, Jean Ponce
[project page]
Huy V. Vo, Patrick Pérez, Jean Ponce
CVPR 2019Unsupervised image matching and object discovery as optimization
[project page]
Huy V. Vo, Francis Bach, Minsu Cho, Kai Han, Yann LeCun, Patrick Pérez, Jean Ponce
[project page]
Huy V. Vo, Francis Bach, Minsu Cho, Kai Han, Yann LeCun, Patrick Pérez, Jean Ponce