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YOLO-World is an innovative approach to open-vocabulary detection that addresses limitations of traditional YOLO models. It introduces efficient technologies like RepVL-PAN and CLIP, focusing on lightweight design and high performance. Key contributions include advancements in real-world detection and state-of-the-art metrics, demonstrated through experimental benchmarks and ablation studies. Practical applications span diverse scenarios, with pre-trained models readily available for...