DehazeFormer: Bring True Clarity Back To Every Image
Now available on AIOZ AI V1—our collaborative DePIN-Powered AI marketplace—the DehazeFormer model transforms hazy and foggy images into clear, vibrant visuals without sacrificing details, natural textures, or colors.
Built on a transformer-based architecture, this powerful model removes haze by interpreting the global structure of an image rather than relying on narrow local cues. This gives it a decisive edge over traditional dehazing methods and makes it exceptionally reliable in real-world conditions.
Developed by Yuda Song and collaborators, the model is purpose-built for single-image dehazing and excels at restoring clarity across diverse environments.
Try it now ⇒ https://aiozai.network/models/725e3fb5-0ad3-4cf7-9dcd-18175ec0f7c6
How It Works
The dehazing process follows a structured two-stage pipeline that effectively removes haze while preserving image quality:
- Global Context Modeling: A transformer backbone analyzes the entire scene to estimate and subtract the haze layer, producing a clean, balanced reconstruction.
- Multi-Curve Translator (MCT) for High-Resolution Inputs: For large images, the MCT variant splits the input into smaller segments, processes them sequentially, and stitches them back together - reducing memory usage while maintaining uniform results.
Trained on a mixed dataset of synthetic and real hazy images, the model generalizes well across landscapes, cities, and low-visibility outdoor scenes. It produces dehazed results in a single, efficient forward pass.
- Input: One hazy or foggy image (PNG / JPG / JPEG)
- Output: Dehazed PNG image at original resolution with enhanced contrast, color fidelity, and preserved details
Ideal Use Cases
- Autonomous driving vision systems
- Security surveillance and monitoring applications
- Aerial drone photography and satellite imagery
- Pre-processing for computer vision pipelines
License
Released under Apache-2.0, based on the work of Yuda Song and collaborators.
Get Started
With DehazeFormer now on AIOZ AI Models, users gain easy access to professional haze removal that restores vivid details in any environment.
Unlock its power today, and watch it transform hazy images with stunning clarity!