Initialize Sys- tem Environment

Load Pre-trained ResNet50

User Uploads Media File (Image/Video)

Validate Input (File Type, Size, Integrity)

Extract Frames from Video

Detect Faces in Each Frame

Crop & Align Faces

Extract Temporal Features (BiLSTM)

Aggregate Frame- Level Features

Detect Face Re- gion in Image

Preprocess & Normalize Image (Resize, Color)

Data Augmentation (Flip, Rotate, Blur)

Extract Spatial Fea- tures (MHSA Blocks)

Classify with ResNet50 & Com- pute Confidence

Label: FAKE

Label: REAL

Display Result to User