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YOLOv7 object detector has best accuracy among all real-time detectors at 30 FPS or faster

YOLOv7 object detector has best accuracy among all real-time detectors at 30 FPS or faster


YOLOv7: Trainable bag-of-freebies sets new state-of-the-art for real-time object detectors



YOLOv7 surpasses all known object detectors in both speed and accuracy in the range from 5 FPS to 160 FPS


and has the highest accuracy 56.8% AP among all known real-time object detectors with 30 FPS or higher on GPU V100.


YOLOv7-E6 object detector ... outperforms both transformer-based detector SWIN-L Cascade-Mask R-CNN


... and convolutional-based detector ConvNeXt-XL Cascade-Mask R-CNN ...


YOLOv7 outperforms: YOLOR, YOLOX, Scaled-YOLOv4, YOLOv5, DETR, Deformable DETR, DINO-5scale-R50, ViT-Adapter-B and many other object detectors in speed and accuracy.


... train YOLOv7 only on MS COCO dataset from scratch without using any other datasets or pre-trained weights ...



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