most citedStudy on Aspect Ratio Variability toward Robustness of Vision Transformer-based Vehicle Re-identification

2 citations · 2 across the 3 of their papers we have counts for

collaborators

3 papers

cs.CV2024

Adaptive Aspect Ratios with Patch-Mixup-ViT-based Vehicle ReID

Mei Qiu, Lauren Ann Christopher, Stanley Chien +1

Vision Transformers (ViTs) have shown exceptional performance in vehicle re-identification (ReID) tasks. However, non-square aspect ratios of image or video inputs can negatively i…

cs.CV2024

Optimizing ROI Benefits Vehicle ReID in ITS

Mei Qiu, Lauren Ann Christopher, Lingxi Li +2

Vehicle re-identification (ReID) is a computer vision task that matches the same vehicle across different cameras or viewpoints in a surveillance system. This is crucial for Intell…

cs.CV2024★ 2 cited

Study on Aspect Ratio Variability toward Robustness of Vision Transformer-based Vehicle Re-identification

Mei Qiu, Lauren Christopher, Lingxi Li

Vision Transformers (ViTs) have excelled in vehicle re-identification (ReID) tasks. However, non-square aspect ratios of image or video input might significantly affect the re-iden…