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Mikel Broström
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Jan 31, 2025
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{ | ||
"cells": [ | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 7, | ||
"metadata": {}, | ||
"outputs": [ | ||
{ | ||
"name": "stdout", | ||
"output_type": "stream", | ||
"text": [ | ||
"2\r" | ||
] | ||
} | ||
], | ||
"source": [ | ||
"import cv2\n", | ||
"import numpy as np\n", | ||
"from pathlib import Path\n", | ||
"\n", | ||
"from boxmot import OcSort\n", | ||
"\n", | ||
"\n", | ||
"# Initialize the tracker\n", | ||
"tracker = OcSort(\n", | ||
" asso_func=\"centroid\",\n", | ||
" min_hits=10,\n", | ||
" asso_threshold=0.98,\n", | ||
" det_thresh = 0.7,\n", | ||
" max_age=20,\n", | ||
" use_byte=True,\n", | ||
" Q_xy_scaling = 0.01,\n", | ||
" Q_s_scaling = 0.0001,\n", | ||
")\n", | ||
"\n", | ||
"def get_parabolic_array(i):\n", | ||
" \"\"\"\n", | ||
" Generates coordinates where x increases linearly,\n", | ||
" y follows a parabolic curve (y = base + coeff * i^2),\n", | ||
" and the angle matches the tangent of the curve.\n", | ||
" \"\"\"\n", | ||
" # -- FIRST ROW --\n", | ||
" # Define x1, y1\n", | ||
" x1 = 144 + i\n", | ||
" y1 = 212 + 0.01 * (i ** 2)\n", | ||
" \n", | ||
" # Slope = 2 * coeff * i => for 0.01 * i^2, slope = 2*0.01*i = 0.02*i\n", | ||
" slope1 = 0.02 * i\n", | ||
" # Angle in radians\n", | ||
" angle1 = np.arctan(slope1)\n", | ||
" \n", | ||
" # -- SECOND ROW --\n", | ||
" # Define x2, y2 with a different coefficient\n", | ||
" x2 = 425 + i\n", | ||
" y2 = 281 + 0.02 * (i ** 2)\n", | ||
" \n", | ||
" # Slope for 0.02 * i^2 is 2*0.02*i = 0.04*i\n", | ||
" slope2 = 0.04 * i\n", | ||
" # Angle in radians\n", | ||
" angle2 = np.arctan(slope2)\n", | ||
" \n", | ||
" # Build the array\n", | ||
" det = np.array([\n", | ||
" [x1, y1, 45, 30, angle1, 0.82, 0], # row 1\n", | ||
" [x2, y2, 45, 30, angle2, 0.72, 65] # row 2\n", | ||
" ])\n", | ||
" \n", | ||
" return det\n", | ||
"\n", | ||
"\n", | ||
"for i in range(0, 100):\n", | ||
"\n", | ||
" #frame = cv2.imread(str(img_dir / (file.stem + '.png')))\n", | ||
" frame = np.zeros((1080,1080,3))\n", | ||
" \n", | ||
" det = get_parabolic_array(i)\n", | ||
"\n", | ||
" # Update the tracker\n", | ||
" res = tracker.update(det, frame) # --> M X (x, y, x, y, id, conf, cls, ind)\n", | ||
" \n", | ||
" # Plot tracking results on the image\n", | ||
" tracker.plot_results(frame, show_trajectories=True, fontscale=2, thickness=4)\n", | ||
"\n", | ||
" # Display the frame\n", | ||
" cv2.imshow('BoXMOT', frame)\n", | ||
"\n", | ||
" print(len(tracker.active_tracks),end='\\r')\n", | ||
"\n", | ||
" key = cv2.waitKey(1) & 0xFF\n", | ||
" if key == ord('q') or key ==27:\n", | ||
" break\n", | ||
"\n", | ||
"cv2.destroyAllWindows()" | ||
] | ||
} | ||
], | ||
"metadata": { | ||
"kernelspec": { | ||
"display_name": "boxmot-YDNZdsaB-py3.11", | ||
"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": "3.11.5" | ||
} | ||
}, | ||
"nbformat": 4, | ||
"nbformat_minor": 2 | ||
} |