Model reference · open weights

Minimax-h3_Singularity

Available as managed deployment Video EllipsesMark · community Image→video 1 variants 741 dl/mo

Minimax-h3_Singularity is an open-weight video model from EllipsesMark. AxForge deploys and operates it for you on dedicated EU-owned hardware — with the licence handled where one is required.

Available as managed deployment — configured and operated for you on dedicated EU hardware, quoted per deployment.

What it is

Released byEllipsesMark
TypeVideo models
TaskImage→video
Runs withminimax-h3
Released2026-09-11
Popularity741 downloads / month
LicenceOpen weights

About

What Minimax-h3_Singularity is

📖 Model Overview

Minimax-h3_Singularity is a comprehensive fine-tuned fusion model specialized in enhancing the capabilities of MiniMax-H3. Designed as a versatile multimodal video generation model, it natively supports Text-to-Video (T2V), Image-to-Video (I2V), Reference-to-Video (Ref2V), and Video-to-Video (V2V) workflows within ComfyUI.

Built upon a strategic fusion of key checkpoints (including ref, fl, b25-49, etc.), this model underwent deep high-step fine-tuning. To preserve the original model's foundational strengths and broad generalization while solving artifacts introduced by high-step training, we spent 3 full days on precise model pruning and weight optimization. The result is a clean, sharp, and highly dynamic video generation model.

Read the full model card

✨ Key Improvements & Features

  • 🎬 HDR Image Quality & Blur Reduction: Fine-tuned on high-dynamic-range (HDR) video datasets to significantly enhance visual clarity and eliminate motion blur during high-speed action.
  • 👤 Distant Face Restoration: Drastically reduces facial distortion, blurriness, and collapsing in medium-to-long shots.
  • 🎨 Clean & De-Oiled Aesthetic: Removes heavy, unnatural skin shine and glossy textures, rendering natural lighting and photorealistic materials.
  • ⚔️ Enhanced Dynamic Motion: Boosts motion fluidity and physical impact, excels in complex action sequences such as sword fighting and martial arts/melee combat.
  • 🌌 VFX & Fantasy Effects: Specifically optimized for fantasy spellcasting, particle aura, and magical combat visual effects.
  • 🎭 Expressive Facial Dynamics: Captures subtle facial expressions and emotional nuances more vividly.
  • 📹 Cinematography & Camera Control: Strengthens responsiveness to camera movements (pan, tilt, zoom, tracking shots) for cinematic storytelling.
  • 🛡️ Full Base Capability Retention: 100% preserves MiniMax-H3's original prompt adherence, style adaptability, and base multimodal generation strength.

🎬 Showcase


💡 Usage Guide

Multimodal Pipeline Support

This model is fully compatible with ComfyUI and supports:

  • Text-to-Video (T2V)
  • Image-to-Video (I2V)
  • Reference-to-Video (Ref2V)
  • Video-to-Video (V2V)

🚀 Recommended Acceleration LoRA

For high-speed generation with minimal quality loss, we strongly recommend pairing with:

  • minimax_h3_ref2v_turbo_4step_v0.1 (Enables 4-step fast inference)

🌐 Online Interactive Demo

Test the model directly in your browser without local GPU setup: 👉 Try it on RunningHub Workflows


🙏 Acknowledgements

Special thanks to the MiniMax open-source team for creating and releasing the powerful MiniMax-H3 multimodal video model, providing a solid foundation for the open-source community! 🤝


🤝 Community & Commercial Inquiries

Feel free to connect for tutorials, community discussions, workflow sharing, or commercial collaborations:

  • YouTube Channel: AIGC-Singularity
  • Bilibili Channel: AIGC-Singularity Space
  • QQ Group 1: 1058747239 (Request to join)
  • QQ Group 2: 1072010342 (Request to join)
  • Business Inquiries (WeChat): aigctyd
  • Email: a592991299@gmail.com

From the published model card. Full card on the HuggingFace links in the sidebar.

How it works

How video models work

Prompt / imagestart pointTemporal diffusionframes over timeVideoMP4 clipA video model generates a sequence of coherent frames from your prompt or a starting image.

Using it via the API

Call it like any OpenAI endpoint

Once AxForge deploys ellipsesmark-minimax-h3-singularity for you, it answers on the OpenAI-compatible API — the same base URL and keys as every other model. (ellipsesmark-minimax-h3-singularity below is illustrative; you get the exact model name on deployment.)

$ curl -sS https://api.axforge.ai/v1/videos/generations \
  -H "Authorization: Bearer $AXFORGE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"model":"ellipsesmark-minimax-h3-singularity","prompt":"a drone shot over a forest"}'

Create an account — your API key is available in the console. 3M free tokens every 30 days with every new account.

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