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August 3, 2022 15:07
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Realsense Yolo test
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# tested on jetson AGX xavier" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"Using cache found in /home/phsamuel/.cache/torch/hub/ultralytics_yolov5_master\n", | |
"YOLOv5 🚀 2022-4-25 torch 1.9.0 CUDA:0 (Xavier, 15823MiB)\n", | |
"\n" | |
] | |
}, | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Python 3.7.0 required by YOLOv5, but Python 3.6.9 is currently installed\n" | |
] | |
}, | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"Fusing layers... \n", | |
"YOLOv5s summary: 213 layers, 7225885 parameters, 0 gradients, 16.5 GFLOPs\n", | |
"Adding AutoShape... \n" | |
] | |
} | |
], | |
"source": [ | |
"import numpy as np\n", | |
"import pyrealsense2 as rs\n", | |
"import cv2\n", | |
"import torch\n", | |
"\n", | |
"config = rs.config()\n", | |
"config.enable_stream(rs.stream.color, 640,480, rs.format.bgr8,30)\n", | |
"config.enable_stream(rs.stream.depth, 640, 480, rs.format.z16, 30)\n", | |
"\n", | |
"\n", | |
"pipeline = rs.pipeline()\n", | |
"profile = pipeline.start(config)\n", | |
"align_to = rs.stream.color\n", | |
"align = rs.align(align_to)\n", | |
"model = torch.hub.load('ultralytics/yolov5', 'yolov5s', pretrained=True)\n", | |
"\n", | |
"while True:\n", | |
" frames = pipeline.wait_for_frames()\n", | |
"\n", | |
" aligned_frames = align.process(frames)\n", | |
" color_frame = aligned_frames.get_color_frame()\n", | |
" depth_frame = aligned_frames.get_depth_frame()\n", | |
"\n", | |
" img = np.asanyarray(color_frame.get_data())\n", | |
" depth_image = np.asanyarray(depth_frame.get_data())\n", | |
"\n", | |
" cv2.imshow('color image',img)\n", | |
" cv2.imshow('depth image',depth_image)\n", | |
" cv2.imshow('detected',model(img).render()[0])\n", | |
" \n", | |
" if cv2.waitKey(1) & 0xFF == ord('q'):\n", | |
" break \n", | |
"\n", | |
" \n", | |
"pipeline.stop()\n", | |
"cv2.destroyAllWindows()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x7f20f2ac18>" | |
] | |
}, | |
"execution_count": 11, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"from matplotlib import pyplot as plt\n", | |
"\n", | |
"plt.imshow(model(img).render()[0])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 34, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# pipeline.stop()\n", | |
"cv2.destroyAllWindows()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x7f4de981d0>" | |
] | |
}, | |
"execution_count": 15, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"from matplotlib import pyplot as plt\n", | |
"\n", | |
"%matplotlib inline\n", | |
"plt.imshow(img)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"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": "3.9.5" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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