Super Resolution
Upscale low-resolution images while synthesizing realistic high-frequency details, enabling enhancement of legacy imagery and computational photography.
Discuss Your ProjectUse Cases
- Satellite imagery enhancement
- Legacy archive restoration
- Security footage enhancement
- Medical image improvement
- Face photo enhancement
- Print preparation from web images
Overview
Super resolution uses deep learning to upscale images beyond simple interpolation, synthesizing plausible high-frequency details that weren't present in the original. This enables enhancement of legacy archives, satellite imagery, medical scans, and security footage.
We deploy both PSNR-oriented models (maximum fidelity) and perceptual models (visually pleasing results) depending on your application. Architectures include Real-ESRGAN, SwinIR, HAT, and diffusion-based approaches like StableSR that achieve remarkable detail synthesis.
Super resolution is transformative for applications where higher resolution sensors are impractical or unavailable. We optimize for your specific content domain—faces, text, satellite imagery, or microscopy—achieving better results than generic models.
Capabilities
What we can achieve with super resolution
4x and 8x Upscaling
Upscale images by 4x or 8x while maintaining sharpness and synthesizing realistic details not present in the original.
Real-World Degradation Handling
Handle real-world image degradations including compression artifacts, noise, and blur—not just ideal bicubic downsampling.
Domain-Specific Enhancement
Specialized models for faces, text, satellite imagery, anime, and other domains that significantly outperform generic models.
Video Super Resolution
Temporally consistent upscaling of video with reduced flickering and better detail recovery using temporal information.
Arbitrary Scale Super Resolution
Upscale to any target resolution using continuous scale models, not limited to fixed 2x/4x factors.
Technologies We Use
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.