BSRGANx4 FP16

--- license: apache-2.0 pipeline_tag: image-to-image library_name: onnxruntime tags: - onnx - super-resolution - upscaling - bsrgan - image-processing --- # BSRGANx2_fp16 BSRGANx4_fp16 is an ONNX export of a BSRGAN-based super-resolution model for 4× image upscaling. ## Model Description This repository provides a float16 ONNX version of a BSRGAN super-resolution model intended for deployment in ONNX Runtime based applications and custom upscaling pipelines. ## File - `BSRGANx4_fp16.onnx` ## Intended Use This model is intended for: - 4× image upscaling - video frame enhancement - ONNX Runtime inference workflows - integration into desktop and batch processing pipelines ## Input / Output - Input: low-resolution image tensor prepared by the host application - Output: 4× upscaled image Exact preprocessing, color handling, and tensor formatting depend on the application using the model. ## Usage Notes - Designed for ONNX Runtime - FP16 export for improved performance on supported hardware - Can be used with CUDA, TensorRT, DirectML, or CPU execution providers depending on environment support ## Source / Attribution This repository contains an ONNX-packaged version of a BSRGAN-based super-resolution model. The original BSRGAN project and its upstream licensing are associated with the `cszn/BSRGAN` repository. ## Limitations - GAN-based upscaling may introduce hallucinated or stylized detail - Output quality depends on source resolution, compression, and host pipeline implementation - Not intended for measurement-accurate reconstruction or scientific imaging use ## License Apache License 2.0

Source context: 0 downloads · 0 likes · Pipeline image-to-image · Library onnxruntime · Repo FuryTMP/BSRGANx4_fp16