I'm absolutely in love with SeedVR2 and the FP16 model. Honestly, it's the best upscaler I've ever used. It keeps the image exactly as it is. no weird artifacts, no distortion, nothing. Just super clean results.

I tried GGUF before, but it messed with the skin a lot. FP8 didn’t work for me either because it added those tiling grids to the image.

Since the models get downloaded directly through the workflow, you don’t have to grab anything manually. Just be aware that the first image will take a bit longer.

I'm just using the standard SeedVR2 workflow here, nothing fancy. I only added an extra node so I can upscale multiple images in a row.

The base image was generated with Z-Image, and I'm running this on a 5090, so I can’t say how well it performs on other GPUs. For me, it takes about 38 seconds to upscale an image.

Here’s the workflow:

https://pastebin.com/V45m29sF

Test image:

https://imgur.com/a/test-image-JZxyeGd

Model if you want to manually download it:
https://huggingface.co/numz/SeedVR2_comfyUI/blob/main/seedvr2_ema_7b_fp16.safetensors

Custom nodes:

for the vram cache nodes (It doesn't need to be installed, but I would recommend it, especially if you work in batches)

https://github.com/yolain/ComfyUI-Easy-Use.git

Seedvr2 Nodes

https://github.com/numz/ComfyUI-SeedVR2_VideoUpscaler.git

For the "imagelist_from_dir" node

https://github.com/ltdrdata/ComfyUI-Inspire-Pack