RealESR Gx4 FP16

--- license: bsd-3-clause pipeline_tag: image-to-image library_name: onnxruntime tags: - onnx - super-resolution - upscaling - real-esrgan - image-processing --- # RealESR_Gx4_fp16 RealESR_Gx4_fp16 is an ONNX export of a Real-ESRGAN-based super-resolution model designed for general-purpose 4× image upscaling. ## Model Description This repository provides a float16 ONNX version of a Real-ESRGAN model optimized for a wide range of content, including natural images, video frames, and mixed visual styles. This variant is intended as a balanced default for general upscaling tasks. ## File - `RealESR_Gx4_fp16.onnx` ## Intended Use This model is intended for: - 4× image upscaling - video frame enhancement - general-purpose super-resolution workflows - ONNX Runtime based applications ## Input / Output - Input: low-resolution image tensor - Output: 4× upscaled image Exact preprocessing and normalization depend on the host application. ## Usage Notes - Balanced for general content (photographic + mixed scenes) - FP16 export for improved performance on supported hardware - Compatible with ONNX Runtime (CUDA, TensorRT, DirectML, CPU) - Suitable as a default upscaler in most pipelines ## Source / Attribution This repository contains an ONNX-packaged version of a Real-ESRGAN-based model. The upstream Real-ESRGAN project is licensed under the BSD 3-Clause License. ## Limitations - GAN-based models may introduce artificial or hallucinated detail - Not optimized specifically for anime or line-art (use anime variant instead) - Output quality depends on input resolution and compression ## License BSD 3-Clause

Source context: 0 downloads · 0 likes · Pipeline image-to-image · Library onnxruntime · Repo FuryTMP/RealESR_Gx4_fp16