Abstract: Highlights•Propose Walk On The Road dataset, which contains 13,928 images and 190K objects.•Propose PC-YOLO model based on YOLOv7 and achievements better detection performance.•Conduct baseline tests on the WOTR dataset, providing a detailed set of results.
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