DaTaobao Tech
Nov 25, 2024 · Artificial Intelligence
Open‑Set Object Detection and Visual Grounding: Analysis of YOLO‑World, Grounding DINO, and YOLO11
The article surveys state‑of‑the‑art open‑set object detection and visual‑grounding models—Grounding DINO, YOLO‑World, and the latest YOLO 11—detailing their architectures, training strategies, and experimental results on home‑decoration datasets, showing that open‑set detectors recognize unseen objects while YOLO 11 excels on known categories, and that integrating both approaches yields superior performance, highlighting the expanded potential of detectors for real‑world applications.
Grounding DINOYOLO-WorldYOLO11
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