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cs.CV2026
YOLO26 vs. YOLOv8: A Comprehensive Architectural Benchmark of Next-Generation Real-Time Object Detection Models
Chidera G. Oguine, Kanyifeechukwu J. Oguine, Obiozor M. Oguine +1
This paper presents a rigorous empirical evaluation of Ultralytics YOLO26 against the YOLOv8 baseline, offering an independent real-world stress test of NMS-free architectures on n…
cs.CV2024
From Generalization to Precision: Exploring SAM for Tool Segmentation in Surgical Environments
Kanyifeechukwu J. Oguine, Roger D. Soberanis-Mukul, Nathan Drenkow +1
Purpose: Accurate tool segmentation is essential in computer-aided procedures. However, this task conveys challenges due to artifacts' presence and the limited training data in med…