111 citations · 129 across the 15 of their papers we have counts for
11 papers
Mitigate Domain Shift by Primary-Auxiliary Objectives Association for Generalizing Person ReID
Qilei Li, Shaogang Gong
While deep learning has significantly improved ReID model accuracy under the independent and identical distribution (IID) assumption, it has also become clear that such models degr…
Zero-Shot Video Moment Retrieval from Frozen Vision-Language Models
Dezhao Luo, Jiabo Huang, Shaogang Gong +2
Accurate video moment retrieval (VMR) requires universal visual-textual correlations that can handle unknown vocabulary and unseen scenes. However, the learned correlations are lik…
Towards Generalisable Video Moment Retrieval: Visual-Dynamic Injection to Image-Text Pre-Training
Dezhao Luo, Jiabo Huang, Shaogang Gong +2
The correlation between the vision and text is essential for video moment retrieval (VMR), however, existing methods heavily rely on separate pre-training feature extractors for vi…
GridCLIP: One-Stage Object Detection by Grid-Level CLIP Representation Learning
Jiayi Lin, Shaogang Gong
A vision-language foundation model pretrained on very large-scale image-text paired data has the potential to provide generalizable knowledge representation for downstream visual r…
Video Activity Localisation with Uncertainties in Temporal Boundary
Jiabo Huang, Hailin Jin, Shaogang Gong +1
Current methods for video activity localisation over time assume implicitly that activity temporal boundaries labelled for model training are determined and precise. However, in un…
Rapid Person Re-Identification via Sub-space Consistency Regularization
Qingze Yin, Guanan Wang, Guodong Ding +3
Person Re-Identification (ReID) matches pedestrians across disjoint cameras. Existing ReID methods adopting real-value feature descriptors have achieved high accuracy, but they are…