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Generation & Enhancement

Image Restoration

Restore images degraded by blur, rain, haze, compression, or age using specialized deep learning models that reverse various degradation processes.

Discuss Your Project

Use Cases

  • Surveillance footage enhancement
  • Automotive camera preprocessing
  • Archive digitization
  • Weather-independent perception
  • Underwater image enhancement
  • Photography enhancement

Overview

Image restoration reverses degradation processes to recover the original image quality. Unlike enhancement which improves already good images, restoration tackles severely degraded inputs—blurry photos, hazy scenes, rain-streaked images, and compressed artifacts.

We develop specialized restoration models for specific degradations: deblurring for motion and defocus blur, dehazing for atmospheric effects, deraining for weather removal, and artifact removal for compression damage. Each model learns the physics of the degradation to reverse it effectively.

Restoration enables recovery of valuable images that would otherwise be unusable and improves the input quality to other computer vision systems like detection and recognition that perform better on clean images.

Capabilities

What we can achieve with image restoration

1

Motion Deblurring

Remove motion blur from images caused by camera shake or subject movement, recovering sharp details from blurry inputs.

2

Image Dehazing

Remove haze, fog, and smoke from images to reveal obscured details, improving visibility in adverse weather conditions.

3

Rain & Weather Removal

Remove rain streaks, snow, and water droplets from images captured in inclement weather for clear visibility.

4

Compression Artifact Removal

Remove JPEG compression artifacts, blocking, and ringing to restore quality from heavily compressed images.

5

Underwater Image Restoration

Correct color distortion, remove backscatter, and enhance underwater imagery degraded by water absorption.

Technologies We Use

Restormer
NAFNet
DeblurGAN-v2
MPRNet
DehazeFormer
Sea-thru

Industries We Serve

This solution is applicable across multiple industries where visual data analysis is critical.

Ready to Transform Your Vision?

Let's discuss how computer vision can solve your unique business challenges. Our team is ready to help you from concept to production.