1 repo
Awesome GitHub RepositoriesTiled Processing
Strategies for processing large datasets in segments to manage memory constraints during computation.
Distinguishing note: Focuses on memory-efficient execution strategies, distinct from the core machine learning model.
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Awesome Tiled Processing GitHub Repositories
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- xinntao/Real-ESRGAN
xinntao/Real-ESRGAN
34,385View on GitHubReal-ESRGAN is a deep learning restoration pipeline designed to enhance low-resolution media and improve the visual quality of damaged photographs. It functions as a generative image upscaler that reconstructs high-resolution details from source inputs by utilizing neural networks trained to fill in missing information and remove noise. The project distinguishes itself as a blind super-resolution tool, meaning it improves image sharpness and fidelity without requiring prior knowledge of the specific degradation applied to the source. It employs high-order degradation modeling to address compl
Divides large images into smaller overlapping segments to perform inference without exceeding hardware memory limits.
Pythonaminedenoiseesrgan
