README.md

metadata

license: apache-2.0
tags:
  - infrared
  - image
  - pretraining
size_categories:
  - 1M<n<10M

UNIP: Rethinking Pre-trained Attention Patterns for Infrared Semantic Segmentation

Code: https://github.com/casiatao/UNIP

📖 Introduction

This repository releases the InfMix dataset, a pre-training dataset consisting of 541,088 infrared images collected from 23 sub-datasets.

Scripts for unzipping

#!/bin/bash

LOGFILE="unzip_errors.log"
: > "$LOGFILE"  # Clear the log file

files=(*.zip *.z??)
declare -A processed

for file in "${files[@]}"; do
  [[ -f "$file" ]] || continue

  # Extract the base name without extension, e.g., a.zip -> a, a.z01 -> a
  base="${file%%.*}"

  # Skip if already processed
  if [[ -n "${processed[$base]}" ]]; then
    continue
  fi
  processed[$base]=1

  # If the target directory already exists, skip extraction
  if [[ -d "$base" ]]; then
    echo "Directory $base exists, skipping unzip of $base.zip"
    continue
  fi

  mkdir -p "$base"

  # Extract using 7z (quiet mode), redirect errors to log, and check success
  if ! 7za x -y "$base.zip" -o"$base" >>"$LOGFILE" 2>&1; then
    echo "[$(date '+%F %T')] Error: Failed to 7z extract $base.zip" >> "$LOGFILE"
    echo "Skipping $base.zip due to error."
    rm -rf "$base"
    continue
  fi
done

echo "Unzip task completed. Please check $LOGFILE for error logs."

Citation

If you find this repository helpful, please consider giving a like ❤️ and citing:

@inproceedings{
  zhang2025unip,
  title={{UNIP}: Rethinking Pre-trained Attention Patterns for Infrared Semantic Segmentation},
  author={Tao Zhang and Jinyong Wen and Zhen Chen and Kun Ding and Shiming Xiang and Chunhong Pan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=Xq7gwsnhPT}
}