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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Zhong-De Zhang

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Open access Aug 2026

An Ultra-Lightweight Fish Detection Model for Real-Time Aquatic Animal Monitoring on Embedded Platforms

ULFD-YOLO, an ultra-lightweight detector derived from YOLOv11n through coordinated redesign of the backbone, neck, and detection head, is developed, establishing a practical accuracy–efficiency trade-off for embedded fish monitoring rather than peak localization accuracy.

Han-Yu Zhang, Zhong-De Zhang, Wei-Ping Liu · 0 citations

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