2 papers
cs.CV2025
YOLOv1 to YOLOv11: A Comprehensive Survey of Real-Time Object Detection Innovations and Challenges
Manikanta Kotthapalli, Deepika Ravipati, Reshma Bhatia
Over the past decade, object detection has advanced significantly, with the YOLO (You Only Look Once) family of models transforming the landscape of real-time vision applications t…
cs.CV2025
Self-Supervised YOLO: Leveraging Contrastive Learning for Label-Efficient Object Detection
Manikanta Kotthapalli, Reshma Bhatia, Nainsi Jain
One-stage object detectors such as the YOLO family achieve state-of-the-art performance in real-time vision applications but remain heavily reliant on large-scale labeled datasets…