activity
20242026
most citedYOLO advances to its genesis: a decadal and comprehensive review of the You Only Look Once (YOLO) series

274 citations · 275 across the 7 of their papers we have counts for

collaborators

7 papers

cs.RO2026

Harness Robotic OS: A Unified Embodied-Agent Runtime for Closed-Loop Quadruped Inspection

Yaoyuan Yan, Zhiyou Heng, Haoxiang Jie +3

Autonomous property inspection requires more than robust robot navigation: a deployable system must connect heterogeneous sensing, reusable autonomy capabilities, multimodal scene…

cs.RO2026

OmniVLA-RL: A Vision-Language-Action Model with Spatial Understanding and Online RL

Haoxiang Jie, Yaoyuan Yan, Xiangyu Wei +4

Visual-Language-Action (VLA) models represent a paradigm shift in embodied AI, yet existing frameworks often struggle with imprecise spatial perception, suboptimal multimodal fusio…

cs.CV2025

Dinomaly2: A Unified Framework for Unsupervised Image Anomaly Detection

Jia Guo, Shuai Lu, Lei Fan +9

Unsupervised anomaly detection (UAD) has evolved from specialized single-class models to unified multi-class models, yet existing multi-class models significantly underperform the…

cs.AI2025★ 1 cited

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact

Rizwan Qureshi, Ranjan Sapkota, Abbas Shah +16

Can machines truly think, reason and act in domains like humans? This enduring question continues to shape the pursuit of Artificial General Intelligence (AGI). Despite the growing…

cs.CV2025

Interpretable and Reliable Detection of AI-Generated Images via Grounded Reasoning in MLLMs

Yikun Ji, Hong Yan, Jun Lan +5

The rapid advancement of image generation technologies intensifies the demand for interpretable and robust detection methods. Although existing approaches often attain high accurac…

cs.LG2025

Towards Scalable Topological Regularizers

Hiu-Tung Wong, Darrick Lee, Hong Yan

Latent space matching, which consists of matching distributions of features in latent space, is a crucial component for tasks such as adversarial attacks and defenses, domain adapt…

cs.CV2024★ 274 cited

YOLO advances to its genesis: a decadal and comprehensive review of the You Only Look Once (YOLO) series

Ranjan Sapkota, Marco Flores Calero, Rizwan Qureshi +9

This review systematically examines the progression of the You Only Look Once (YOLO) object detection algorithms from YOLOv1 to the recently unveiled YOLOv12. Employing a reverse c…