import cv2 import mediapipe as mp import numpy as np import gradio as gr mp_pose = mp.solutions.pose mp_drawing = mp.solutions.drawing_utils # Custom angle calculation for bench press (ensuring angle is within 0-180) def calculate_angle_bp(a, b, c): a, b, c = np.array(a), np.array(b), np.array(c) radians = np.arctan2(c[1]-b[1], c[0]-b[0]) - np.arctan2(a[1]-b[1], a[0]-b[0]) angle = np.abs(np.degrees(radians)) return angle if angle <= 180 else 360 - angle def check_bench_press_feedback(landmarks): target_angle = 90 margin = 10 left_shoulder = [landmarks[mp_pose.PoseLandmark.LEFT_SHOULDER.value].x, landmarks[mp_pose.PoseLandmark.LEFT_SHOULDER.value].y] left_elbow = [landmarks[mp_pose.PoseLandmark.LEFT_ELBOW.value].x, landmarks[mp_pose.PoseLandmark.LEFT_ELBOW.value].y] left_wrist = [landmarks[mp_pose.PoseLandmark.LEFT_WRIST.value].x, landmarks[mp_pose.PoseLandmark.LEFT_WRIST.value].y] right_shoulder = [landmarks[mp_pose.PoseLandmark.RIGHT_SHOULDER.value].x, landmarks[mp_pose.PoseLandmark.RIGHT_SHOULDER.value].y] right_elbow = [landmarks[mp_pose.PoseLandmark.RIGHT_ELBOW.value].x, landmarks[mp_pose.PoseLandmark.RIGHT_ELBOW.value].y] right_wrist = [landmarks[mp_pose.PoseLandmark.RIGHT_WRIST.value].x, landmarks[mp_pose.PoseLandmark.RIGHT_WRIST.value].y] left_angle = calculate_angle_bp(left_shoulder, left_elbow, left_wrist) right_angle = calculate_angle_bp(right_shoulder, right_elbow, right_wrist) avg_angle = (left_angle + right_angle) / 2.0 diff = abs(avg_angle - target_angle) accuracy = max(0, min(100, int((1 - diff / margin) * 100))) if diff <= margin else 0 if (target_angle - margin) <= left_angle <= (target_angle + margin) and \ (target_angle - margin) <= right_angle <= (target_angle + margin): feedback = "Correct Bench Press Form" else: feedback = "Incorrect Bench Press Form: " if left_angle < target_angle - margin: feedback += "Left elbow too bent. " elif left_angle > target_angle + margin: feedback += "Left elbow not bent enough. " if right_angle < target_angle - margin: feedback += "Right elbow too bent. " elif right_angle > target_angle + margin: feedback += "Right elbow not bent enough. " return feedback, accuracy def draw_accuracy_bar(image, accuracy): bar_x, bar_y = 50, image.shape[0] - 50 bar_width, bar_height = 200, 20 fill_width = int((accuracy / 100) * bar_width) color = (0, 255, 0) if accuracy >= 80 else (0, 0, 255) if accuracy < 50 else (0, 255, 255) cv2.rectangle(image, (bar_x, bar_y), (bar_x+bar_width, bar_y+bar_height), (200,200,200), 2) cv2.rectangle(image, (bar_x, bar_y), (bar_x+fill_width, bar_y+bar_height), color, -1) cv2.putText(image, f"Accuracy: {accuracy}%", (bar_x, bar_y-10), cv2.FONT_HERSHEY_DUPLEX, 0.6, (255,255,255), 2) def analyze_bench_press(video_path): cap = cv2.VideoCapture(video_path) frame_width = int(cap.get(cv2.CAP_PROP_FRAME_WIDTH)) frame_height = int(cap.get(cv2.CAP_PROP_FRAME_HEIGHT)) fps = cap.get(cv2.CAP_PROP_FPS) if cap.get(cv2.CAP_PROP_FPS) > 0 else 30 output_video = "output_bench_press.mp4" fourcc = cv2.VideoWriter_fourcc(*'mp4v') out = cv2.VideoWriter(output_video, fourcc, fps, (frame_width, frame_height)) # Use a fresh pose instance in a context for bench press analysis with mp_pose.Pose(min_detection_confidence=0.5, min_tracking_confidence=0.5) as pose_instance: while True: ret, frame = cap.read() if not ret: break image_rgb = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB) results = pose_instance.process(image_rgb) annotated_frame = frame.copy() if results.pose_landmarks: mp_drawing.draw_landmarks(annotated_frame, results.pose_landmarks, mp_pose.POSE_CONNECTIONS) landmarks = results.pose_landmarks.landmark feedback, accuracy = check_bench_press_feedback(landmarks) draw_accuracy_bar(annotated_frame, accuracy) text_color = (0, 255, 0) if "Correct" in feedback else (0, 0, 255) cv2.putText(annotated_frame, feedback, (50, 50), cv2.FONT_HERSHEY_COMPLEX, 1, text_color, 3) out.write(annotated_frame) cap.release() out.release() return output_video gr.Interface( fn=analyze_bench_press, inputs=gr.Video(), outputs=gr.Video(), title="Bench Press Form Analyzer", description="Upload a video of your bench press and receive form feedback!" ).launch()