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PHDF‑Dataset is a pedestrian head detection dataset based on a fisheye camera, containing 2,201 images annotated with 13,887 pedestrian heads. Released by the Shien‑Ming Wu Lab of the School of Intelligent Engineering, South China University of Technology, for non‑commercial research purposes.

MMPedestron Benchmark Dataset is a multimodal pedestrian detection dataset that includes sub‑datasets such as CrowdHuman, COCO‑Person, FLIR, PEDRo, etc.