GAN + ViT Pipeline
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🔧 GAN removes ultrasound speckle noise before analysis
🧠 Vision Transformer predicts the gallbladder condition
🔍 Attention Rollout highlights regions that influenced the prediction
checking…
Input
API
⬆︎

Drop an ultrasound image here
or click to browse

preview
Or try a sample
Results
🔬

Upload an ultrasound image
and run inference to see results

Image processing
input Original
denoised GAN Denoised
Predicted condition
Confidence
◈ Attention Rollout — XAI
attention rollout heatmap

Red and yellow regions indicate areas that most influenced the AI's prediction.