CattleVision

byShorya Sharma

The Interactive Dairy Management Web App The Concept: A full-stack web platform built for progressive dairy farmers, veterinary institutes, or cooperative societies. It identifies the breed and instantly spins up a local profile for that animal. The Workflow: A user uploads an image or uses their web-camera stream to capture a photo of a cow or buffalo. The backend runs a fast classification script (like a fine-tuned ResNet or EfficientNet model via API). The frontend displays the breed (e.g., Murrah Buffalo or Kankrej Cow) along with visual heatmaps (Gradients/Grad-CAM) showing why the model picked that breed—like highlighting the tight curved horns of the Murrah or the massive hump of the Kankrej. Web Stack: FastAPI (Python backend) + React.js(Frontend). I WANT TO BUILD THIS PROJECT...

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Results design preview
Landing: View Info
Landing: Explore Farm
Upload: Select Image
Results: View Breed
Results: View Heatmap
Results: Review Details