Spaces:
Runtime error
Runtime error
Create drs_engine.py
Browse files- drs_engine.py +94 -0
drs_engine.py
ADDED
|
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import cv2
|
| 2 |
+
import os
|
| 3 |
+
import tempfile
|
| 4 |
+
import math
|
| 5 |
+
from ultralytics import YOLO
|
| 6 |
+
|
| 7 |
+
model = YOLO("best.pt") # fallback to yolov8n.pt if needed
|
| 8 |
+
|
| 9 |
+
# CONFIGS
|
| 10 |
+
PITCH_LENGTH_METERS = 20.12 # meters
|
| 11 |
+
FRAME_WIDTH = 1280 # assume standard
|
| 12 |
+
FPS = 30 # assume 30fps if not extracted
|
| 13 |
+
|
| 14 |
+
# Distance conversion: use visual calibration if you want real scale
|
| 15 |
+
def estimate_speed(p1, p2, fps):
|
| 16 |
+
pixel_distance = math.hypot(p2[0] - p1[0], p2[1] - p1[1])
|
| 17 |
+
meters_per_pixel = 0.03 # approximate scale
|
| 18 |
+
distance_m = pixel_distance * meters_per_pixel
|
| 19 |
+
speed_mps = distance_m * fps
|
| 20 |
+
return speed_mps * 3.6 # to km/h
|
| 21 |
+
|
| 22 |
+
def process_video(video_path):
|
| 23 |
+
cap = cv2.VideoCapture(video_path)
|
| 24 |
+
if not cap.isOpened():
|
| 25 |
+
raise Exception("Video open failed")
|
| 26 |
+
|
| 27 |
+
width = int(cap.get(cv2.CAP_PROP_FRAME_WIDTH))
|
| 28 |
+
height = int(cap.get(cv2.CAP_PROP_FRAME_HEIGHT))
|
| 29 |
+
fps = cap.get(cv2.CAP_PROP_FPS) or FPS
|
| 30 |
+
fourcc = cv2.VideoWriter_fourcc(*'mp4v')
|
| 31 |
+
|
| 32 |
+
temp_out = tempfile.NamedTemporaryFile(suffix=".mp4", delete=False).name
|
| 33 |
+
out = cv2.VideoWriter(temp_out, fourcc, fps, (width, height))
|
| 34 |
+
|
| 35 |
+
trajectory = []
|
| 36 |
+
bounce_frame = None
|
| 37 |
+
verdict = "NOT OUT"
|
| 38 |
+
bounce_detected = False
|
| 39 |
+
|
| 40 |
+
prev_center = None
|
| 41 |
+
for f_idx in range(int(cap.get(cv2.CAP_PROP_FRAME_COUNT))):
|
| 42 |
+
ret, frame = cap.read()
|
| 43 |
+
if not ret:
|
| 44 |
+
break
|
| 45 |
+
|
| 46 |
+
results = model(frame)
|
| 47 |
+
ball_box = None
|
| 48 |
+
for box in results[0].boxes:
|
| 49 |
+
cls = int(box.cls[0])
|
| 50 |
+
if cls == 0: # cricket ball class
|
| 51 |
+
x1, y1, x2, y2 = box.xyxy[0].cpu().numpy().astype(int)
|
| 52 |
+
cx, cy = int((x1 + x2)/2), int((y1 + y2)/2)
|
| 53 |
+
ball_box = (cx, cy)
|
| 54 |
+
trajectory.append((f_idx, cx, cy))
|
| 55 |
+
cv2.circle(frame, (cx, cy), 8, (0, 0, 255), -1)
|
| 56 |
+
|
| 57 |
+
# Simple bounce logic: sudden increase in Y
|
| 58 |
+
if prev_center and not bounce_detected:
|
| 59 |
+
dy = cy - prev_center[1]
|
| 60 |
+
if dy > 15:
|
| 61 |
+
bounce_frame = f_idx
|
| 62 |
+
bounce_detected = True
|
| 63 |
+
cv2.putText(frame, "Bounce!", (cx, cy - 20), cv2.FONT_HERSHEY_SIMPLEX, 0.6, (0,255,255), 2)
|
| 64 |
+
prev_center = (cx, cy)
|
| 65 |
+
break # take one ball only
|
| 66 |
+
|
| 67 |
+
# Draw trajectory line
|
| 68 |
+
for i in range(1, len(trajectory)):
|
| 69 |
+
_, x1, y1 = trajectory[i-1]
|
| 70 |
+
_, x2, y2 = trajectory[i]
|
| 71 |
+
cv2.line(frame, (x1, y1), (x2, y2), (255, 0, 0), 2)
|
| 72 |
+
|
| 73 |
+
# Add speed (estimate from last 2)
|
| 74 |
+
if len(trajectory) >= 2:
|
| 75 |
+
_, x1, y1 = trajectory[-2]
|
| 76 |
+
_, x2, y2 = trajectory[-1]
|
| 77 |
+
speed_kmh = estimate_speed((x1, y1), (x2, y2), fps)
|
| 78 |
+
cv2.putText(frame, f"Speed: {int(speed_kmh)} km/h", (30, 30), cv2.FONT_HERSHEY_SIMPLEX, 1, (255,255,255), 2)
|
| 79 |
+
|
| 80 |
+
# OUT/NOT OUT logic (basic): Assume bounce before batsman, and impact near stumps
|
| 81 |
+
if bounce_detected and trajectory:
|
| 82 |
+
last_x, last_y = trajectory[-1][1:]
|
| 83 |
+
if 550 < last_x < 750: # center line assumed
|
| 84 |
+
verdict = "OUT"
|
| 85 |
+
|
| 86 |
+
# Add verdict text
|
| 87 |
+
cv2.putText(frame, f"Decision: {verdict}", (30, height - 30), cv2.FONT_HERSHEY_SIMPLEX, 1.2,
|
| 88 |
+
(0,255,0) if verdict == "NOT OUT" else (0,0,255), 3)
|
| 89 |
+
|
| 90 |
+
out.write(frame)
|
| 91 |
+
|
| 92 |
+
cap.release()
|
| 93 |
+
out.release()
|
| 94 |
+
return temp_out
|