ExposureDiffusion: Learning to Expose for Low-light Image Enhancement

Keyphrases

• Diffusion Model 100%
• Exposure Model 100%
• Low-light Image Enhancement 100%
• Physics-based 66%
• Vanilla 66%
• Performance Improvement 33%
• Image-based 33%
• Noisy Image 33%
• Image Enhancement 33%
• Feedforward Neural Network 33%
• Low Light 33%
• Noise Model 33%
• Generalization Ability 33%
• Backbone Network 33%
• Neural Model 33%
• Full Use 33%
• Residual Layer 33%
• Restoration Process 33%
• Iterative Refinement 33%
• Paired Data 33%
• Gaussian Denoising 33%
• Well-exposedness 33%
• Unseen 33%
• Inference Time 33%
• Ratio Performance 33%
• Undesirable Results 33%
• Better Performance 33%
• Distribution Information 33%
• Adaptive Residual 33%
• Fewer Parameters 33%
• Critical Distribution 33%

Computer Science

• Image Enhancement 100%
• Diffusion Model 100%
• Intermediate Step 50%
• Distribution Information 50%
• de-noising 50%
• Feed Forward Neural Networks 50%
• Backbone Network 50%
• Restoration Process 50%
• Iterative Refinement 50%
• Vertebral Column 50%

Physics

• Image Enhancement 100%
• Physics 100%
• Neural Network 50%
• Gaussian Distribution 50%