Midv-776

: Distinguishing between DVD, Blu-ray, and digital streaming versions.

def forward(self, x): return self.model(x) MIDV-776

: This title was released in the mid-2020 timeframe. Understanding Product Codes : Distinguishing between DVD, Blu-ray, and digital streaming

def extract_features(video_path, model, num_frames=16): # Load and preprocess video cap = cv2.VideoCapture(video_path) frames = [] while cap.isOpened(): ret, frame = cap.read() if not ret: break frame = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB) frame = cv2.resize(frame, (224, 224)) frames.append(frame) cap.release() : Distinguishing between DVD