{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "fa24da80", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Collecting yolov5\n", " Downloading yolov5-7.0.12-py37.py38.py39.py310-none-any.whl (953 kB)\n", " ------------------------------------ 953.3/953.3 kB 321.1 kB/s eta 0:00:00\n", "Requirement already satisfied: opencv-python>=4.1.1 in c:\\users\\chirag hk\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from yolov5) (4.7.0.68)\n", "Requirement already satisfied: seaborn>=0.11.0 in c:\\users\\chirag hk\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from yolov5) (0.12.0)\n", "Collecting sahi>=0.11.10\n", " Downloading sahi-0.11.14-py3-none-any.whl (104 kB)\n", " ------------------------------------ 104.0/104.0 kB 176.6 kB/s eta 0:00:00\n", "Collecting fire\n", " Downloading fire-0.5.0.tar.gz (88 kB)\n", " -------------------------------------- 88.3/88.3 kB 113.6 kB/s eta 0:00:00\n", " Preparing metadata (setup.py): started\n", " Preparing metadata (setup.py): finished with status 'done'\n", "Collecting ultralytics>=8.0.100\n", " Downloading ultralytics-8.0.109-py3-none-any.whl (591 kB)\n", " ------------------------------------ 591.4/591.4 kB 108.1 kB/s eta 0:00:00\n", "Requirement already satisfied: pandas>=1.1.4 in c:\\users\\chirag hk\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from yolov5) (1.4.4)\n", "Collecting thop>=0.1.1\n", " Downloading thop-0.1.1.post2209072238-py3-none-any.whl (15 kB)\n", "Requirement already satisfied: numpy>=1.18.5 in c:\\users\\chirag hk\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from yolov5) (1.23.3)\n", "Collecting tqdm>=4.64.0\n", " Downloading tqdm-4.65.0-py3-none-any.whl (77 kB)\n", " --------------------------------------- 77.1/77.1 kB 95.1 kB/s eta 0:00:00\n", "Requirement already satisfied: psutil in c:\\users\\chirag hk\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from 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Exception:\n", "Traceback (most recent call last):\n", " File \"C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\pip\\_vendor\\urllib3\\response.py\", line 438, in _error_catcher\n", " yield\n", " File \"C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\pip\\_vendor\\urllib3\\response.py\", line 561, in read\n", " data = self._fp_read(amt) if not fp_closed else b\"\"\n", " File \"C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\pip\\_vendor\\urllib3\\response.py\", line 527, in _fp_read\n", " return self._fp.read(amt) if amt is not None else self._fp.read()\n", " File \"C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\pip\\_vendor\\cachecontrol\\filewrapper.py\", line 90, in read\n", " data = self.__fp.read(amt)\n", " File \"C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\lib\\http\\client.py\", line 465, in read\n", " s = self.fp.read(amt)\n", " File \"C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\lib\\socket.py\", line 705, in readinto\n", " return self._sock.recv_into(b)\n", " File \"C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\lib\\ssl.py\", line 1274, in recv_into\n", " return self.read(nbytes, buffer)\n", " File \"C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\lib\\ssl.py\", line 1130, in read\n", " return self._sslobj.read(len, buffer)\n", "TimeoutError: The read operation timed out\n", "\n", "During handling of the above exception, another exception occurred:\n", "\n", "Traceback (most recent call last):\n", " File \"C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\pip\\_internal\\cli\\base_command.py\", line 160, in exc_logging_wrapper\n", " status = run_func(*args)\n", " File \"C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\pip\\_internal\\cli\\req_command.py\", line 247, in wrapper\n", " return func(self, options, args)\n", " File \"C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\pip\\_internal\\commands\\install.py\", line 415, in run\n", " requirement_set = resolver.resolve(\n", " File \"C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\pip\\_internal\\resolution\\resolvelib\\resolver.py\", line 92, in resolve\n", " result = self._result = resolver.resolve(\n", " File \"C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\pip\\_vendor\\resolvelib\\resolvers.py\", line 481, in resolve\n", " state = resolution.resolve(requirements, max_rounds=max_rounds)\n", " File \"C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\pip\\_vendor\\resolvelib\\resolvers.py\", line 373, in resolve\n", " failure_causes = self._attempt_to_pin_criterion(name)\n", " File \"C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\pip\\_vendor\\resolvelib\\resolvers.py\", line 213, in _attempt_to_pin_criterion\n", " criteria = self._get_updated_criteria(candidate)\n", " File \"C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\pip\\_vendor\\resolvelib\\resolvers.py\", line 204, in _get_updated_criteria\n", " self._add_to_criteria(criteria, requirement, parent=candidate)\n", " File \"C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\pip\\_vendor\\resolvelib\\resolvers.py\", line 172, in _add_to_criteria\n", " if not criterion.candidates:\n", " File \"C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\pip\\_vendor\\resolvelib\\structs.py\", line 151, in __bool__\n", " return bool(self._sequence)\n", " File \"C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\pip\\_internal\\resolution\\resolvelib\\found_candidates.py\", line 155, in __bool__\n", " return any(self)\n", " File \"C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\pip\\_internal\\resolution\\resolvelib\\found_candidates.py\", line 143, in \n", " return (c for c in iterator if id(c) not in self._incompatible_ids)\n", " File \"C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\pip\\_internal\\resolution\\resolvelib\\found_candidates.py\", line 47, in _iter_built\n", " candidate = func()\n", " File \"C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\pip\\_internal\\resolution\\resolvelib\\factory.py\", line 206, in _make_candidate_from_link\n", " self._link_candidate_cache[link] = LinkCandidate(\n", " File \"C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\pip\\_internal\\resolution\\resolvelib\\candidates.py\", line 297, in __init__\n", " super().__init__(\n", " File \"C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\pip\\_internal\\resolution\\resolvelib\\candidates.py\", line 162, in __init__\n", " self.dist = self._prepare()\n", " File \"C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\pip\\_internal\\resolution\\resolvelib\\candidates.py\", line 231, in _prepare\n", " dist = self._prepare_distribution()\n", " File \"C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\pip\\_internal\\resolution\\resolvelib\\candidates.py\", line 308, in _prepare_distribution\n", " return preparer.prepare_linked_requirement(self._ireq, parallel_builds=True)\n", " File \"C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\pip\\_internal\\operations\\prepare.py\", line 491, in prepare_linked_requirement\n", " return self._prepare_linked_requirement(req, parallel_builds)\n", " File \"C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\pip\\_internal\\operations\\prepare.py\", line 536, in _prepare_linked_requirement\n", " local_file = unpack_url(\n", " File \"C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\pip\\_internal\\operations\\prepare.py\", line 166, in unpack_url\n", " file = get_http_url(\n", " File \"C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\pip\\_internal\\operations\\prepare.py\", line 107, in get_http_url\n", " from_path, content_type = download(link, temp_dir.path)\n", " File \"C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\pip\\_internal\\network\\download.py\", line 147, in __call__\n", " for chunk in chunks:\n", " File \"C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\pip\\_internal\\cli\\progress_bars.py\", line 53, in _rich_progress_bar\n", " for chunk in iterable:\n", " File \"C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\pip\\_internal\\network\\utils.py\", line 63, in response_chunks\n", " for chunk in response.raw.stream(\n", " File \"C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\pip\\_vendor\\urllib3\\response.py\", line 622, in stream\n", " data = self.read(amt=amt, decode_content=decode_content)\n", " File \"C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\pip\\_vendor\\urllib3\\response.py\", line 560, in read\n", " with self._error_catcher():\n", " File \"C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\lib\\contextlib.py\", line 153, in __exit__\n", " self.gen.throw(typ, value, traceback)\n", " File \"C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\pip\\_vendor\\urllib3\\response.py\", line 443, in _error_catcher\n", " raise ReadTimeoutError(self._pool, None, \"Read timed out.\")\n", "pip._vendor.urllib3.exceptions.ReadTimeoutError: HTTPSConnectionPool(host='files.pythonhosted.org', port=443): Read timed out.\n", "\n", "[notice] A new release of pip is available: 23.0 -> 23.1.2\n", "[notice] To update, run: C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\python.exe -m pip install --upgrade pip\n" ] } ], "source": [ "pip install yolov5" ] }, { "cell_type": "code", "execution_count": 4, "id": "63c96fd4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Note: you may need to restart the kernel to use updated packages.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " WARNING: The script tqdm.exe is installed in 'C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\Scripts' which is not on PATH.\n", " Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.\n", " WARNING: The script isympy.exe is installed in 'C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\Scripts' which is not on PATH.\n", " Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.\n", " WARNING: The scripts convert-caffe2-to-onnx.exe, convert-onnx-to-caffe2.exe and torchrun.exe are installed in 'C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\Scripts' which is not on PATH.\n", " Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.\n", " WARNING: The scripts ultralytics.exe and yolo.exe are installed in 'C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\Scripts' which is not on PATH.\n", " Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.\n", "\n", "[notice] A new release of pip is available: 23.0 -> 23.1.2\n", "[notice] To update, run: C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\python.exe -m pip install --upgrade pip\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Collecting ultralytics\n", " Using cached ultralytics-8.0.109-py3-none-any.whl (591 kB)\n", "Collecting PyYAML>=5.3.1\n", " Downloading PyYAML-6.0-cp310-cp310-win_amd64.whl (151 kB)\n", " ------------------------------------- 151.7/151.7 kB 48.7 kB/s eta 0:00:00\n", "Requirement already satisfied: requests>=2.23.0 in c:\\users\\chirag hk\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from ultralytics) (2.28.2)\n", "Collecting tqdm>=4.64.0\n", " Using cached tqdm-4.65.0-py3-none-any.whl (77 kB)\n", "Requirement already satisfied: psutil in c:\\users\\chirag hk\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from ultralytics) (5.9.2)\n", "Requirement already satisfied: pandas>=1.1.4 in c:\\users\\chirag hk\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from ultralytics) (1.4.4)\n", "Requirement already satisfied: seaborn>=0.11.0 in c:\\users\\chirag hk\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from ultralytics) (0.12.0)\n", "Collecting sentry-sdk\n", " Downloading sentry_sdk-1.24.0-py2.py3-none-any.whl (206 kB)\n", " ------------------------------------- 206.5/206.5 kB 60.4 kB/s eta 0:00:00\n", "Collecting torch>=1.7.0\n", " Downloading torch-2.0.1-cp310-cp310-win_amd64.whl (172.3 MB)\n", " -------------------------------------- 172.3/172.3 MB 5.0 MB/s eta 0:00:00\n", "Requirement already satisfied: matplotlib>=3.2.2 in c:\\users\\chirag hk\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from ultralytics) (3.6.0)\n", "Requirement already satisfied: 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{ "cell_type": "code", "execution_count": 5, "id": "9d328dab", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: opencv-python in c:\\users\\chirag hk\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (4.7.0.68)\n", "Requirement already satisfied: numpy>=1.19.3 in c:\\users\\chirag hk\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from opencv-python) (1.23.3)\n", "Note: you may need to restart the kernel to use updated packages.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n", "[notice] A new release of pip is available: 23.0 -> 23.1.2\n", "[notice] To update, run: C:\\Users\\Chirag HK\\AppData\\Local\\Programs\\Python\\Python310\\python.exe -m pip install --upgrade pip\n" ] } ], "source": [ "pip install opencv-python" ] }, { "cell_type": "code", "execution_count": 1, "id": "6e726b4a", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Using cache found in C:\\Users\\Chirag HK/.cache\\torch\\hub\\ultralytics_yolov5_master\n", "YOLOv5 2023-5-26 Python-3.10.7 torch-2.0.1+cpu CPU\n", "\n", "Fusing layers... \n", "YOLOv5s summary: 213 layers, 7225885 parameters, 0 gradients\n", "Adding AutoShape... \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "car\n", "[989, 8]\n", "[944, 48]\n", "[910, 78]\n", "[876, 108]\n", "[839, 148]\n", "[802, 183]\n", "[763, 218]\n", "[726, 253]\n", "[696, 276]\n", "[655, 307]\n", "[627, 328]\n", "[605, 344]\n", "[585, 359]\n", "[566, 374]\n", "[556, 382]\n", "[545, 396]\n", "[537, 406]\n", "[531, 414]\n", "[526, 422]\n", "[524, 424]\n", "[523, 425]\n", "[522, 425]\n", "[521, 426]\n", "[521, 426]\n", "[521, 426]\n", "[542, 419]\n", "[564, 411]\n", "[603, 398]\n", "[630, 390]\n", "[651, 385]\n", "[679, 378]\n", "[700, 373]\n", "[734, 368]\n", "[761, 363]\n", "[789, 360]\n", "[817, 356]\n", "[842, 356]\n", "[883, 356]\n", "[907, 356]\n", "[929, 356]\n", "[972, 356]\n", "[1008, 355]\n", "[1005, 136]\n", "[989, 114]\n", "[985, 104]\n", "[981, 94]\n", "[979, 88]\n", "[977, 84]\n", "[976, 80]\n", "[975, 74]\n", "[975, 69]\n", "[977, 62]\n", "[977, 58]\n", "[979, 54]\n", "[979, 50]\n", "[979, 43]\n", "[980, 34]\n", "[981, 29]\n", "[982, 24]\n", "[983, 20]\n", "[983, 17]\n", "[984, 15]\n", "[984, 13]\n", "[985, 12]\n", "[985, 10]\n", "[985, 10]\n", "[985, 9]\n", "[985, 8]\n", "[985, 8]\n", "[986, 7]\n", "[987, 6]\n", "[987, 6]\n", "[987, 5]\n", "[987, 4]\n", "[988, 4]\n", "[988, 3]\n", "[989, 3]\n", "[989, 2]\n", "[989, 2]\n", "[989, 1]\n", "[989, 0]\n" ] } ], "source": [ "import torch\n", "import cv2\n", "import numpy as np\n", "\n", "def POINTS(event, x, y, flags, param):\n", " if event == cv2.EVENT_MOUSEMOVE:\n", " colorsBGR = [x, y]\n", " print(colorsBGR)\n", "\n", "cv2.namedWindow('ROI')\n", "cv2.setMouseCallback('ROI', POINTS)\n", "\n", "image_path = 'D:/sowmya/NHCE/NHCE/Academic Even 2023/Deep learning Lab/image 2.jpg' # Path to your image file\n", "\n", "model = torch.hub.load('ultralytics/yolov5', 'yolov5s', pretrained=True)\n", "\n", "frame = cv2.imread(image_path)\n", "frame = cv2.resize(frame, (1020, 500))\n", "results = model(frame)\n", "\n", "for index, row in results.pandas().xyxy[0].iterrows():\n", " x1 = int(row['xmin'])\n", " y1 = int(row['ymin'])\n", " x2 = int(row['xmax'])\n", " y2 = int(row['ymax'])\n", " d = row['name']\n", " print(d)\n", " cv2.rectangle(frame, (x1, y1), (x2, y2), (255, 255, 255), 2)\n", " cv2.putText(frame, d, (x1, y1 + 10), cv2.FONT_HERSHEY_SIMPLEX, 0.5, (0, 0, 255))\n", " \n", "cv2.imshow(\"ROI\", frame)\n", "cv2.waitKey(0)\n", "cv2.destroyAllWindows()" ] }, { "cell_type": "code", "execution_count": null, "id": "44deebaf", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.7" } }, "nbformat": 4, "nbformat_minor": 5 }