MiniMax H3 VAE Doubles Video Resolution but Needs a Reference Image

An ambitious MiniMax H3 VAE project failed its original goal but shipped a working 2X decoder and reference detail enhancer for ComfyUI.

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MiniMax H3 VAE Doubles Video Resolution but Needs a Reference ImagePRO
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TypeModel
  • MiniMax-H3-X2-Detail-VAE ships as a 2-in-1 ComfyUI tool: 2X video decode plus optional reference detail enhancement.
  • Mode 1 works as a drop-in X2 VAE via the MiniMax H3 VAE Decode (fast) node.
  • Mode 2 enhances RGB reference images using an early-encoder B32 feature tap from down.1.block.1.
  • Full-resolution tests showed wins on all 10 holdout frames across RMSE, HP3, HP5 and gradient metrics.
  • The approach fails for pure text-to-video because the required pre-bottleneck RGB features do not exist at generation time.
  • Requires ComfyUI-MiniMaxH3_LatentUpscaler and is distributed under the MiniMax H3 Community License.

MiniMax H3 VAE doubles frame dimensions; added detail needs a reference

MiniMax-H3-X2-Detail-VAE packages a working 2× video VAE for MiniMax H3, an optional ComfyUI detail-enhancement node, an example workflow, and a report on an unsuccessful attempt to build a higher-information video VAE. The released checkpoint doubles decoded frame dimensions. Its additional detail path works only when the pipeline has an original RGB reference image.

A variational autoencoder, or VAE, compresses video frames into a smaller latent representation and later decodes that representation back into pixels. This checkpoint can serve as MiniMax H3’s decoder or as a source-conditioned enhancement stage, depending on where it is placed in the ComfyUI graph.

One checkpoint, two paths

Placement determines which of the checkpoint’s two operating modes ComfyUI uses:

Mode Purpose Configuration
2× VAE Decode Decodes MiniMax H3 video latents at twice the frame width and height. Load the .safetensors checkpoint with ComfyUI’s standard Load VAE node, then decode with MiniMax H3 VAE Decode (fast) from the latent upscaler extension.
Reference Detail Enhancement Transfers early encoder detail from an existing RGB reference into image-to-video or reference-to-video processing.

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