Jul 20, 2025 · Artificial Intelligence

How to Build an Open‑Set Object Detection Workflow: A Comprehensive Guide

This article presents a step‑by‑step agentic object detection pipeline that combines open‑vocabulary detectors such as Grounding‑DINO with visual language models (GPT‑4o, o1) for concept extraction, critique, refinement, and validation, complete with code snippets, design rationale, and real‑world examples.

Grounding DINOPipelinePython

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How to Build an Open‑Set Object Detection Workflow: A Comprehensive Guide

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.

Computer VisionDeep LearningGrounding DINO

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Open‑Set Object Detection and Visual Grounding: Analysis of YOLO‑World, Grounding DINO, and YOLO11