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20242026
most citedWTS: A Pedestrian-Centric Traffic Video Dataset for Fine-grained Spatial-Temporal Understanding

2 citations · 2 across the 11 of their papers we have counts for

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cs.CV2026

InstAP: Instance-Aware Vision-Language Pre-Train for Spatial-Temporal Understanding

Ashutosh Kumar, Rajat Saini, Jingjing Pan +5

Current vision-language pre-training (VLP) paradigms excel at global scene understanding but struggle with instance-level reasoning due to global-only supervision. We introduce Ins…

cs.CV2025

The 9th AI City Challenge

Zheng Tang, Shuo Wang, David C. Anastasiu +25

The ninth AI City Challenge continues to advance real-world applications of computer vision and AI in transportation, industrial automation, and public safety. The 2025 edition fea…

cs.CV2025

Synthetic Visual Genome

Jae Sung Park, Zixian Ma, Linjie Li +9

Reasoning over visual relationships-spatial, functional, interactional, social, etc.-is considered to be a fundamental component of human cognition. Yet, despite the major advances…

cs.CV2025

GA3CE: Unconstrained 3D Gaze Estimation with Gaze-Aware 3D Context Encoding

Yuki Kawana, Shintaro Shiba, Quan Kong +1

We propose a novel 3D gaze estimation approach that learns spatial relationships between the subject and objects in the scene, and outputs 3D gaze direction. Our method targets unc…

cs.CV2025

One Trajectory, One Token: Grounded Video Tokenization via Panoptic Sub-object Trajectory

Chenhao Zheng, Jieyu Zhang, Mohammadreza Salehi +5

Effective video tokenization is critical for scaling transformer models for long videos. Current approaches tokenize videos using space-time patches, leading to excessive tokens an…

cs.CV2025

E-VLC: A Real-World Dataset for Event-based Visible Light Communication And Localization

Shintaro Shiba, Quan Kong, Norimasa Kobori

Optical communication using modulated LEDs (e.g., visible light communication) is an emerging application for event cameras, thanks to their high spatio-temporal resolutions. Event…

cs.CV2024

Reprojection Errors as Prompts for Efficient Scene Coordinate Regression

Ting-Ru Liu, Hsuan-Kung Yang, Jou-Min Liu +5

Scene coordinate regression (SCR) methods have emerged as a promising area of research due to their potential for accurate visual localization. However, many existing SCR approache…

cs.CV2024★ 2 cited

WTS: A Pedestrian-Centric Traffic Video Dataset for Fine-grained Spatial-Temporal Understanding

Quan Kong, Yuki Kawana, Rajat Saini +8

In this paper, we address the challenge of fine-grained video event understanding in traffic scenarios, vital for autonomous driving and safety. Traditional datasets focus on drive…

cs.CV2024

The 8th AI City Challenge

Shuo Wang, David C. Anastasiu, Zheng Tang +21

The eighth AI City Challenge highlighted the convergence of computer vision and artificial intelligence in areas like retail, warehouse settings, and Intelligent Traffic Systems (I…