Created
October 16, 2024 16:01
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tracking yolo
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from collections import defaultdict | |
import cv2 | |
from ultralytics import YOLO | |
from ultralytics.utils.plotting import Annotator, colors | |
track_history = defaultdict(lambda: []) | |
model = YOLO("/home/schoch/rocm_pytorch/runs/segment/train28/weights/best.pt") # segmentation model | |
#cap = cv2.VideoCapture("/home/schoch/rocm_pytorch/datasets/v.mp4") | |
cap = cv2.VideoCapture("/mnt/j/yolo_pose_images/swing1_rl.mp4") | |
#cap = cv2.VideoCapture( "/mnt/c/Users/jesse/Documents/Kinovea/2024/202410/20241010-left/20241010-141751-left.mp4") | |
w, h, fps = (int(cap.get(x)) for x in (cv2.CAP_PROP_FRAME_WIDTH, cv2.CAP_PROP_FRAME_HEIGHT, cv2.CAP_PROP_FPS)) | |
out = cv2.VideoWriter("/mnt/j/yolo_pose_images/instance-segmentation-object-tracking6.avi", cv2.VideoWriter_fourcc(*"MJPG"), fps, (w, h)) | |
while True: | |
ret, im0 = cap.read() | |
if not ret: | |
print("Video frame is empty or video processing has been successfully completed.") | |
break | |
annotator = Annotator(im0, line_width=2) | |
#results = model.track(im0, persist=True, tracker="bytetrack.yaml", conf=0.2) | |
results = model.track(im0, persist=True, tracker="botsort.yaml", conf=0.1) | |
if results[0].boxes.id is not None and results[0].masks is not None: | |
masks = results[0].masks.xy | |
track_ids = results[0].boxes.id.int().cpu().tolist() | |
for mask, track_id in zip(masks, track_ids): | |
color = colors(int(track_id), True) | |
txt_color = annotator.get_txt_color(color) | |
annotator.seg_bbox(mask=mask, mask_color=color, label=str(track_id), txt_color=txt_color) | |
out.write(im0) | |
#cv2.imshow("instance-segmentation-object-tracking", im0) | |
#if cv2.waitKey(1) & 0xFF == ord("q"): | |
#break | |
out.release() | |
cap.release() |
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