# utils.py import cv2 import numpy as np def analyze_frame_sequence(frames): return { "pitch": "in line", "impact": "in line", "trajectory": "hitting", "shot_offered": True, "pitch_point": (200, 300), # example pixel position "impact_point": (220, 320), "trajectory_curve": [(230, 330), (250, 310), (270, 290), (290, 270)], "stump_zone": [(300, 200), (340, 400)] # top-left and bottom-right of projected stumps } def make_decision(analysis): if analysis['pitch'] == 'outside leg': return "NOT OUT", "Pitched outside leg stump." if analysis['impact'] == 'outside off' and analysis['shot_offered']: return "NOT OUT", "Impact outside off with shot offered." if analysis['trajectory'] == 'missing': return "NOT OUT", "Ball missing stumps." if analysis['trajectory'] == 'umpires call': return "UMPIRE’S CALL", "Marginal trajectory impact." return "OUT", "Impact in line and ball hitting stumps." def overlay_text(frame, text, pos, size=1.0, color=(255,255,255)): cv2.putText(frame, text, pos, cv2.FONT_HERSHEY_SIMPLEX, size, color, 2, cv2.LINE_AA) def overlay_annotations(frame, analysis): # pitch point if 'pitch_point' in analysis: cv2.circle(frame, analysis['pitch_point'], 10, (0, 255, 0) if analysis['pitch'] == 'in line' else (0, 0, 255), -1) overlay_text(frame, f"Pitch: {analysis['pitch'].capitalize()}", (analysis['pitch_point'][0]+10, analysis['pitch_point'][1]), 0.7) # impact point if 'impact_point' in analysis: cv2.circle(frame, analysis['impact_point'], 10, (0, 255, 0) if analysis['impact'] == 'in line' else (0, 0, 255), -1) overlay_text(frame, f"Impact: {analysis['impact'].capitalize()}", (analysis['impact_point'][0]+10, analysis['impact_point'][1]), 0.7) # shot icon shot_icon = "✓" if analysis['shot_offered'] else "✗" overlay_text(frame, f"Shot Offered: {shot_icon}", (30, 170), 0.8, (0,255,0) if analysis['shot_offered'] else (0,0,255)) # trajectory arc if 'trajectory_curve' in analysis: for i in range(len(analysis['trajectory_curve'])-1): cv2.line(frame, analysis['trajectory_curve'][i], analysis['trajectory_curve'][i+1], (0,255,0) if analysis['trajectory']=="hitting" else (0,0,255), 2, cv2.LINE_AA) # transparent stump zone if 'stump_zone' in analysis: x1, y1 = analysis['stump_zone'][0] x2, y2 = analysis['stump_zone'][1] overlay = frame.copy() cv2.rectangle(overlay, (x1, y1), (x2, y2), (255, 255, 255), -1) alpha = 0.2 frame[:] = cv2.addWeighted(overlay, alpha, frame, 1 - alpha, 0) cv2.rectangle(frame, (x1, y1), (x2, y2), (180, 180, 180), 2) overlay_text(frame, f"Trajectory: {analysis['trajectory'].capitalize()}", (30, 130), 0.8, (0,255,0) if analysis['trajectory']=="hitting" else (0,0,255)) overlay_text(frame, "ICC LBW Review • Third-Umpire Analysis", (30, frame.shape[0] - 30), 0.6, (180,180,180)) def render_annotated_clip(frames, analysis, decision, reason, output_path): h, w = frames[0].shape[:2] out = cv2.VideoWriter(output_path, cv2.VideoWriter_fourcc(*'mp4v'), 20.0, (w, h)) # First 1s: Verdict card verdict_card = np.zeros_like(frames[0]) overlay_text(verdict_card, f"FINAL DECISION: {decision}", (50, 200), 2.0, (255,255,255)) overlay_text(verdict_card, reason, (50, 250), 0.9, (200,200,200)) for _ in range(20): out.write(verdict_card) # Real-time with annotations for frame in frames: annotated = frame.copy() overlay_annotations(annotated, analysis) out.write(annotated) # Slow-motion replay for i in range(0, len(frames), 2): annotated = frames[i].copy() overlay_annotations(annotated, analysis) out.write(annotated) out.write(annotated) # End frame 0.5s static for _ in range(10): out.write(verdict_card) out.release()