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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "f808ce4c",
"metadata": {},
"outputs": [],
"source": [
"import shutil\n",
"import os, sys, random\n",
"from glob import glob\n",
"import numpy as np\n",
"import pandas as pd\n",
"from sklearn import preprocessing, model_selection\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"id": "1f53b523",
"metadata": {},
"source": [
"**To predict images in a folder** \n",
"--hide-labels is used to hide the labels in the detected images. \n",
"--hide-conf is used to hide the confidence scores in the detected images. --classes [0, 1, etc] used to detect only the classes mentioned here. For our use case we need only signature class, so use --classes 1.\n",
"--line-thickness integer used to set the thickness of bounging box. \n",
"--save-crop and --save-txt used to save the crops and labels. \n",
"--project could be used to specify the results path "
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "cbd540df",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"/Users/vivekgupta/DS/Signature/1. Detection\n"
]
}
],
"source": [
"cd '/Users/vivekgupta/DS/Signature/1. Detection/'"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "1d0b8972",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[34m\u001b[1mdetect: \u001b[0mweights=['yolo_model/best.pt'], source=TobaccoData_Raw/tobacco_yolo_format/images/valid/, data=yolov5/data/coco128.yaml, imgsz=[640, 640], conf_thres=0.25, iou_thres=0.45, max_det=1000, device=, view_img=False, save_txt=False, save_conf=False, save_crop=True, nosave=False, classes=[1], agnostic_nms=False, augment=False, visualize=False, update=False, project=yolov5/runs/detect, name=exp, exist_ok=False, line_thickness=2, hide_labels=True, hide_conf=True, half=False, dnn=False, vid_stride=1\n",
"fatal: cannot change to '/Users/vivekgupta/DS/Signature/1.': No such file or directory\n",
"YOLOv5 🚀 2023-8-21 Python-3.8.13 torch-2.0.1 CPU\n",
"\n",
"Fusing layers... \n",
"YOLOv5x summary: 476 layers, 87205423 parameters, 0 gradients\n",
"image 1/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/aao54e00_2.jpg: 640x512 1 DLSignature, 680.1ms\n",
"image 2/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/abm69c00.jpg: 640x512 1 DLSignature, 729.1ms\n",
"image 3/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/aex05f00_1.jpg: 640x512 1 DLSignature, 735.7ms\n",
"image 4/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/agw39d00.jpg: 640x512 8 DLSignatures, 809.4ms\n",
"image 5/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/aik94f00-page02_2.jpg: 640x512 1 DLSignature, 807.0ms\n",
"image 6/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/aji32e00-page02_2.jpg: 640x512 1 DLSignature, 720.4ms\n",
"image 7/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/amw93e00.jpg: 640x512 1 DLSignature, 818.0ms\n",
"image 8/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/bad45f00.jpg: 640x512 2 DLSignatures, 946.9ms\n",
"image 9/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/bfk68c00-page03_3.jpg: 640x512 1 DLSignature, 676.0ms\n",
"image 10/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/bfx94e00.jpg: 640x544 1 DLSignature, 731.5ms\n",
"image 11/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/bhw64a00.jpg: 640x544 2 DLSignatures, 725.4ms\n",
"image 12/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/bji44a00.jpg: 640x512 2 DLSignatures, 697.9ms\n",
"image 13/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/bkz54f00_1.jpg: 640x512 1 DLSignature, 788.8ms\n",
"image 14/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/boa85f00.jpg: 640x512 1 DLSignature, 699.7ms\n",
"image 15/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/bug83d00.jpg: 640x512 1 DLSignature, 745.2ms\n",
"image 16/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/cgy54f00_1.jpg: 640x512 1 DLSignature, 875.6ms\n",
"image 17/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/chw80e00_1.jpg: 640x512 1 DLSignature, 727.7ms\n",
"image 18/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/cir10f00.jpg: 640x512 2 DLSignatures, 694.4ms\n",
"image 19/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/cjb54c00.jpg: 640x512 1 DLSignature, 767.6ms\n",
"image 20/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/cjy33f00-page02_2.jpg: 640x512 2 DLSignatures, 721.7ms\n",
"image 21/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/cnk41e00-page02_1.jpg: 640x512 (no detections), 729.2ms\n",
"image 22/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/cry54f00_1.jpg: 640x512 1 DLSignature, 725.2ms\n",
"image 23/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/cxk72e00-page03_1.jpg: 640x544 (no detections), 698.0ms\n",
"image 24/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/cxk72e00-page03_3.jpg: 640x544 2 DLSignatures, 757.7ms\n",
"image 25/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/dgi64c00.jpg: 640x512 2 DLSignatures, 934.5ms\n",
"image 26/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/dhr55d00-page02_2.jpg: 640x512 1 DLSignature, 686.6ms\n",
"image 27/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/dic45f00_1.jpg: 640x512 (no detections), 701.8ms\n",
"image 28/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/djh5aa00.jpg: 640x512 1 DLSignature, 774.7ms\n",
"image 29/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/djz54f00.jpg: 640x512 1 DLSignature, 746.3ms\n",
"image 30/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/dlu7aa00_1.jpg: 640x544 (no detections), 812.4ms\n",
"image 31/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/dqn43c00.jpg: 640x512 1 DLSignature, 783.9ms\n",
"image 32/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/drm00d00.jpg: 640x512 1 DLSignature, 764.6ms\n",
"image 33/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/dvr41a00.jpg: 640x512 1 DLSignature, 826.7ms\n",
"image 34/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/dwr29e00_2.jpg: 640x512 1 DLSignature, 681.0ms\n",
"image 35/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/dxj24f00.jpg: 640x512 2 DLSignatures, 685.8ms\n",
"image 36/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/eao90f00.jpg: 640x512 1 DLSignature, 806.9ms\n",
"image 37/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/ecn9aa00.jpg: 640x480 1 DLSignature, 698.9ms\n",
"image 38/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/ecv85f00.jpg: 640x512 2 DLSignatures, 704.5ms\n",
"image 39/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/efm53d00.jpg: 640x512 3 DLSignatures, 746.8ms\n",
"image 40/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/eys04c00-page04_4.jpg: 640x512 2 DLSignatures, 754.4ms\n",
"image 41/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/fhi41f00.jpg: 640x512 1 DLSignature, 889.0ms\n",
"image 42/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/fja22c00.jpg: 640x512 1 DLSignature, 725.6ms\n",
"image 43/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/fny38c00-page05_5.jpg: 640x512 5 DLSignatures, 670.7ms\n",
"image 44/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/fzh11c00-var.jpg: 640x512 2 DLSignatures, 699.8ms\n",
"image 45/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/gal01c00.jpg: 640x512 1 DLSignature, 766.4ms\n",
"image 46/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/gjl70a00-page2_2.jpg: 640x512 3 DLSignatures, 710.9ms\n",
"image 47/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/gpq38e00-page02_1.jpg: 640x512 1 DLSignature, 741.5ms\n",
"image 48/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/grm00d00.jpg: 640x512 1 DLSignature, 707.9ms\n",
"image 49/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/hbk41e00.jpg: 640x512 1 DLSignature, 781.6ms\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
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"image 51/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/hti31a00_1.jpg: 640x512 1 DLSignature, 676.8ms\n",
"image 52/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/hty24f00-page02_2.jpg: 640x512 3 DLSignatures, 681.4ms\n",
"image 53/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/hua33a00-init.jpg: 640x512 2 DLSignatures, 781.7ms\n",
"image 54/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/huz50e00_1.jpg: 640x512 1 DLSignature, 714.6ms\n",
"image 55/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/icr55d00.jpg: 640x512 7 DLSignatures, 762.7ms\n",
"image 56/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/idr55d00.jpg: 640x512 3 DLSignatures, 697.1ms\n",
"image 57/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/iln90f00.jpg: 640x512 1 DLSignature, 738.7ms\n",
"image 58/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/irx55e00.jpg: 640x544 1 DLSignature, 811.9ms\n",
"image 59/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/jci90c00.jpg: 640x512 1 DLSignature, 903.1ms\n",
"image 60/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/jgs60f00-page03_1.jpg: 640x512 (no detections), 742.1ms\n",
"image 61/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/juo75f00_1.jpg: 640x512 1 DLSignature, 745.4ms\n",
"image 62/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/kcv85f00_1.jpg: 640x512 2 DLSignatures, 786.5ms\n",
"image 63/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/kde44c00-page02_2.jpg: 640x512 1 DLSignature, 759.2ms\n",
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"image 69/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/lwd23f00-page02_2.jpg: 640x512 1 DLSignature, 712.0ms\n",
"image 70/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/men75f00.jpg: 640x512 1 DLSignature, 837.8ms\n",
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"image 74/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/nir55d00-page02_1.jpg: 640x512 (no detections), 842.8ms\n",
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"image 98/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/ubd60f00.jpg: 640x512 1 DLSignature, 705.6ms\n",
"image 99/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/ufw98c00.jpg: 640x512 1 DLSignature, 752.3ms\n",
"image 100/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/uji44a00.jpg: 640x512 2 DLSignatures, 872.1ms\n",
"image 101/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/ukd41a00-ernest.jpg: 640x512 1 DLSignature, 676.8ms\n",
"image 102/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/uzm55d00-page02_1.jpg: 640x512 (no detections), 689.3ms\n",
"image 103/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/vdr55d00.jpg: 640x512 1 DLSignature, 747.2ms\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"image 104/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/vff43c00.jpg: 640x512 1 DLSignature, 736.8ms\n",
"image 105/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/vfs60f00.jpg: 640x512 1 DLSignature, 786.7ms\n",
"image 106/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/vss86d00.jpg: 640x512 1 DLSignature, 757.6ms\n",
"image 107/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/wab91d00-var.jpg: 640x512 1 DLSignature, 741.4ms\n",
"image 108/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/wat01f00.jpg: 640x512 1 DLSignature, 872.7ms\n",
"image 109/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/wbo3aa00.jpg: 640x512 1 DLSignature, 673.6ms\n",
"image 110/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/wbv90c00-page02_1.jpg: 640x512 (no detections), 665.9ms\n",
"image 111/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/wfg55f00.jpg: 640x512 1 DLSignature, 705.6ms\n",
"image 112/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/wjf44f00.jpg: 640x512 1 DLSignature, 788.4ms\n",
"image 113/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/wlp51a00.jpg: 640x512 1 DLSignature, 757.4ms\n",
"image 114/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/wzk36d00page02-first_2.jpg: 640x512 1 DLSignature, 730.1ms\n",
"image 115/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/xjw13f00.jpg: 640x512 2 DLSignatures, 719.0ms\n",
"image 116/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/xyr15f00.jpg: 640x512 1 DLSignature, 769.4ms\n",
"image 117/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/yhw13f00_1.jpg: 640x512 1 DLSignature, 873.7ms\n",
"image 118/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/yme01e00-page01_1.jpg: 640x544 1 DLSignature, 665.2ms\n",
"image 119/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/ymp51a00.jpg: 640x512 1 DLSignature, 683.1ms\n",
"image 120/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/yyo25f00.jpg: 640x512 1 DLSignature, 701.8ms\n",
"image 121/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/zkd43f00_3.jpg: 640x512 4 DLSignatures, 677.3ms\n",
"image 122/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/zny04f00_2.jpg: 640x512 1 DLSignature, 735.3ms\n",
"image 123/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/zpz83f00_1.jpg: 640x512 1 DLSignature, 720.1ms\n",
"image 124/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/zqr09c00.jpg: 640x512 1 DLSignature, 727.4ms\n",
"image 125/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/zrt45f00.jpg: 640x512 1 DLSignature, 848.2ms\n",
"Speed: 0.7ms pre-process, 755.2ms inference, 0.9ms NMS per image at shape (1, 3, 640, 640)\n",
"Results saved to \u001b[1myolov5/runs/detect/exp3\u001b[0m\n"
]
}
],
"source": [
"!python yolov5/detect.py --source TobaccoData_Raw/tobacco_yolo_format/images/valid/ --weights 'yolo_model/best.pt' \\\n",
" --hide-labels --hide-conf --classes 1 --line-thickness 2 --save-crop"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "0b64099a",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[34m\u001b[1mdetect: \u001b[0mweights=['yolo_model/best.pt'], source=check.jpg, data=yolov5/data/coco128.yaml, imgsz=[640, 640], conf_thres=0.25, iou_thres=0.45, max_det=1000, device=, view_img=False, save_txt=False, save_conf=False, save_crop=True, nosave=False, classes=[1], agnostic_nms=False, augment=False, visualize=False, update=False, project=yolov5/runs/detect, name=exp, exist_ok=False, line_thickness=2, hide_labels=True, hide_conf=True, half=False, dnn=False, vid_stride=1\n",
"fatal: cannot change to '/Users/vivekgupta/DS/Signature/1.': No such file or directory\n",
"YOLOv5 🚀 2023-8-21 Python-3.8.13 torch-2.1.0.dev20230821 CPU\n",
"\n",
"Fusing layers... \n",
"YOLOv5x summary: 476 layers, 87205423 parameters, 0 gradients\n",
"image 1/1 /Users/vivekgupta/DS/Signature/1. Detection/check.jpg: 384x640 4 DLSignatures, 360.6ms\n",
"Speed: 0.9ms pre-process, 360.6ms inference, 5.7ms NMS per image at shape (1, 3, 640, 640)\n",
"Results saved to \u001b[1myolov5/runs/detect/exp4\u001b[0m\n"
]
}
],
"source": [
"!python yolov5/detect.py --source check.jpg --weights 'yolo_model/best.pt' \\\n",
" --hide-labels --hide-conf --classes 1 --line-thickness 2 --save-crop"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b53e1c44",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
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"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
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|