cd /news/generative-ai/mind-blown-by-this-new-ref2va-accele… · home › topics › generative-ai › article
[ARTICLE · art-157354] src=discuss.huggingface.co ↗ pub= topic=generative-ai verified=true sentiment=↑ positive

Mind-blown by this new Ref2VA acceleration LoRA for MiniMax-H3! 🤯 (6-8 steps, better quality than 40-step teacher)

A new acceleration LoRA for the MiniMax-H3 Ref2VA reference-to-video workflow, released by taobao-content-ai on Hugging Face as MiniMax-H3-PTD-RefAsymOPD-LoRAs, cuts sampling from 40 steps to 6–8 steps while reportedly improving quality and realism, according to a community test post. The LoRA uses PTD plus RefAsymOPD, an approach optimized for reference-to-video that the poster says reduces background blur and AI artifacts, and it works as a drop-in checkpoint swap in both Diffusers and ComfyUI. The poster reports roughly a 5x speedup with full-quality results maintained or improved.

read1 min views1 publishedOct 25, 2026

Hey everyone,

I’ve been testing the MiniMax-H3 Ref2VA workflow with the new acceleration LoRA (PTD + RefAsymOPD), which cuts steps from 40 down to 6–8 while surprisingly improving quality and realism.

You can find the model weights and custom nodes here: taobao-content-ai/MiniMax-H3-PTD-RefAsymOPD-LoRAs Why it stands out

Unlike typical distillation methods that sacrifice quality for speed, RefAsymOPD is optimized for reference-to-video, reducing background blur and AI artifacts. The sharpness and background plausibility at just 6–8 steps are incredible, feeling way less “plastic” than expected.

Available Variants & Usage

It is a drop-in replacement compatible with both Diffusers and ComfyUI. If you already have your MiniMax-H3 environment set up, you just need to swap the checkpoint file name.

Getting a 5x speedup while maintaining (or even improving) full-quality results feels like pure magic. Highly recommended for open-source devs!

── more in #generative-ai 4 stories · sorted by recency
── more on @minimax-h3 3 stories trending now
sponsored brought to you by zahid.host 4,200+ EU-deployed projects
reading about agents? ship yours in a single git push.

Run your AI side-project on zahid.host

EU-based hosting, git-push deploys, automatic HTTPS, no cold starts. Free tier with a custom domain — perfect for shipping the agent you just read about.

$git push zahid main
→ Live at https://your-agent.zahid.host ✓
Get free account → Pricing
from €0/mo · no card required
LIVE [news/mind-blown-by-this-n…] indexed:0 read:1min 2026-10-25 · —