{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/yolo9000-better-faster-stronger","title":"YOLO9000: Better, Faster, Stronger","arxiv_id":"1612.08242","date":"2016-12-25","proceeding":"CVPR 2017 7","authors":["Joseph Redmon","Ali Farhadi"],"abstract":"We introduce YOLO9000, a state-of-the-art, real-time object detection system\nthat can detect over 9000 object categories. First we propose various\nimprovements to the YOLO detection method, both novel and drawn from prior\nwork. The improved model, YOLOv2, is state-of-the-art on standard detection\ntasks like PASCAL VOC and COCO. At 67 FPS, YOLOv2 gets 76.8 mAP on VOC 2007. At\n40 FPS, YOLOv2 gets 78.6 mAP, outperforming state-of-the-art methods like\nFaster RCNN with ResNet and SSD while still running significantly faster.\nFinally we propose a method to jointly train on object detection and\nclassification. Using this method we train YOLO9000 simultaneously on the COCO\ndetection dataset and the ImageNet classification dataset. Our joint training\nallows YOLO9000 to predict detections for object classes that don't have\nlabelled detection data. We validate our approach on the ImageNet detection\ntask. YOLO9000 gets 19.7 mAP on the ImageNet detection validation set despite\nonly having detection data for 44 of the 200 classes. On the 156 classes not in\nCOCO, YOLO9000 gets 16.0 mAP. But YOLO can detect more than just 200 classes;\nit predicts detections for more than 9000 different object categories. And it\nstill runs in real-time.","url_abs":"http://arxiv.org/abs/1612.08242v1","url_pdf":"http://arxiv.org/pdf/1612.08242v1.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 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