RealESR_Animex4_fp16

RealESR_Animex4_fp16 is an ONNX export of a Real-ESRGAN-based super-resolution model optimized for anime-style content.

Model Description

This repository provides a float16 ONNX version of an anime-focused Real-ESRGAN model designed to upscale stylized images such as anime, cartoons, and line-art content.

Compared to general-purpose models, this variant is tuned to better preserve sharp edges, flat colors, and stylized features.

File

  • RealESR_Animex4_fp16.onnx

Intended Use

This model is intended for:

  • 4× upscaling of anime and cartoon content
  • enhancement of stylized or illustrated images
  • video frame upscaling for animated media
  • ONNX Runtime based pipelines

Input / Output

  • Input: low-resolution image tensor
  • Output: 4× upscaled image

Exact preprocessing depends on the host application.

Usage Notes

  • Optimized for anime / stylized content
  • May produce less natural results on real-world photographs
  • FP16 export for improved performance on supported hardware
  • Compatible with ONNX Runtime providers (CUDA, TensorRT, DirectML, CPU)

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

  • May oversharpen or distort real-world photographic content
  • GAN-based models can introduce artificial detail
  • Output quality depends on input resolution and preprocessing

License

BSD 3-Clause

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