AI Camera
AI Camera
AI Camera
Category:
Category:
Art & Technology
Art & Technology
Service:
Service:
Research & Design
Research & Design
Year:
Year:
2025
2025
AI Camera is an experimental mobile web application designed to explore the boundaries where computer vision intersects with multimodal generative AI.
This project investigates a "Perception-Deconstruction-Reconstruction" closed-loop system. It addresses the common issues of composition drift and hallucination inherent in Generative AI's "Image-to-Image" processes by proposing a Hybrid Constraint Scheme.
AI Camera is an experimental mobile web application designed to explore the boundaries where computer vision intersects with multimodal generative AI.
This project investigates a "Perception-Deconstruction-Reconstruction" closed-loop system. It addresses the common issues of composition drift and hallucination inherent in Generative AI's "Image-to-Image" processes by proposing a Hybrid Constraint Scheme.
To mitigate the loss of object contours often seen when traditional VAE or Diffusion models regenerate images, I integrated a lightweight Sobel edge detection algorithm directly on the client side. Rather than importing the heavyweight OpenCV.js library, I implemented pixel-level manipulation directly within the Canvas ImageData. By defining horizontal and vertical convolution kernels, the system calculates the gradient magnitude for each pixel to ensure structural fidelity.
To mitigate the loss of object contours often seen when traditional VAE or Diffusion models regenerate images, I integrated a lightweight Sobel edge detection algorithm directly on the client side. Rather than importing the heavyweight OpenCV.js library, I implemented pixel-level manipulation directly within the Canvas ImageData. By defining horizontal and vertical convolution kernels, the system calculates the gradient magnitude for each pixel to ensure structural fidelity.
By deconstructing images into two independent channels—Structure and Semantics—processing them separately, and then fusing them back together, this application delivers a unique photographic experience that balances the aesthetic allure of AI hallucinations with a strict faithfulness to objective physical reality.
By deconstructing images into two independent channels—Structure and Semantics—processing them separately, and then fusing them back together, this application delivers a unique photographic experience that balances the aesthetic allure of AI hallucinations with a strict faithfulness to objective physical reality.
