NeFIC: Next-Frame Decoding for Ultra-Low-Bitrate Image Compression with Video Diffusion Priors

ECCV 2026

Authors: Yunuo Chen, Chuqin Zhou, Jiangchuan Li, Xiaoyue Ling, Bing He, Jincheng Dai, Li Song, Guo Lu

Links

Checkpoints

This repository contains 6 pretrained NeFIC checkpoints at different rate points:

Directory Lambda Rate
checkpoints/nefic_lambda0.25/ 0.25 Highest bitrate
checkpoints/nefic_lambda0.5/ 0.5
checkpoints/nefic_lambda1/ 1.0
checkpoints/nefic_lambda1.7/ 1.7
checkpoints/nefic_lambda3/ 3.0
checkpoints/nefic_lambda5/ 5.0 Lowest bitrate

Each directory contains:

  • anchor_codec.bin โ€” Anchor Codec weights
  • pytorch_lora_weights.safetensors โ€” LoRA adapter for the generative decoder

Usage

hf download yuUnuo/NeFIC --local-dir /path/to/nefic_checkpoints

See the GitHub repo for full inference instructions.

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Paper for yuUnuo/NeFIC