We trained YOLOv5 segmentations models on COCO for 300 epochs at image size 640 using A100 GPUs. Reproduce by python val.py -data coco.yaml -img 1536 -iou 0.7 -augment
TTA Test Time Augmentation includes reflection and scale augmentations. Reproduce by python val.py -data coco.yaml -img 640 -task speed -batch 1 Speed averaged over COCO val images using a AWS p3.2xlarge instance. Reproduce by python val.py -data coco.yaml -img 640 -conf 0.001 -iou 0.65 mAP val values are for single-model single-scale on COCO val2017 dataset. Nano and Small models use hyps, all others use. All checkpoints are trained to 300 epochs with default settings. Reproduce by python val.py -task study -data coco.yaml -iou 0.7 -weights yolov5n6.pt yolov5s6.pt yolov5m6.pt yolov5l6.pt yolov5圆.pt. EfficientDet data from google/automl at batch size 8. GPU Speed measures average inference time per image on COCO val2017 dataset using a AWS p3.2xlarge V100 instance at batch-size 32. COCO AP val denotes metric measured on the 5000-image COCO val2017 dataset over various inference sizes from 256 to 1536. Both are free.YOLOv5 has been designed to be super easy to get started and simple to learn. I highly recommend SumatraPDF or MuPDF if you're after something a bit more. You may or may not need an add-on or extension to do it, but it's pretty handy to have one open automatically when you click a PDF link online. 
Most web browsers, like both Chrome and Firefox, can open PDFs themselves. It's completely fine to use, but I find it to be a somewhat bloated program with lots of features that you may never need or want to use. Adobe created the PDF standard and its program is certainly the most popular free PDF reader out there. Most people head right to Adobe Acrobat Reader when they need to open a PDF. PDF files always look identical on any device or operating system. The reason PDF is so widely popular is that it can preserve original document formatting. The Portable Document Format (PDF) is a universal file format that comprises characteristics of both text documents and graphic images which makes it one of the most commonly used file types today. What is a PDF (Portable Document Format) file?
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