Browse Source

Update 'README.md'

master
Mehran Advand 4 weeks ago
parent
commit
da702d1dd5
1 changed files with 28 additions and 8 deletions
  1. 28
    8
      README.md

+ 28
- 8
README.md View File

<h1 align="center">3DLAND: 3D Lesion Abdominal Anomaly Localization Dataset</h1>
# 3DLAND
Organ-aware 3D lesion segmentation dataset and pipeline for abdominal CT analysis (ACM Multimedia 2025)


# 3DLAND: 3D Lesion Abdominal Anomaly Localization Dataset


We introduce **3DLAND**, the first large-scale, **organ-aware** 3D lesion segmentation dataset for contrast-enhanced **abdominal CT scans**.
This repository contains the code and dataset instructions for **3DLAND**, the first large-scale, organ-aware 3D lesion segmentation benchmark for abdominal CT scans, introduced at *ACM Multimedia 2025*.


- 📦 **6,000+** CT volumes
- 🧠 3D Lesions labeled across **7 abdominal organs**: liver, kidneys, spleen, pancreas, stomach, gallbladder
- 🤖 Built using a **prompt-driven**, expert-verified segmentation pipeline
- ⚙️ Designed for tasks such as anomaly detection, lesion retrieval, and multimedia-driven clinical AI
## 🌐 Overview

- 6,000+ contrast-enhanced CT studies
- 3D lesion masks aligned with 7 abdominal organs
- Prompt-based annotation and propagation pipeline
- Applications: anomaly detection, lesion retrieval, organ-aware analysis

## 🧠 Pipeline

The lesion segmentation pipeline includes:
1. Organ segmentation via MONAI
2. Lesion-to-organ assignment
3. 2D mask generation using SAM prompts
4. 3D mask propagation using MedSAM2

## 📦 Dataset

The dataset (metadata + mask annotations) is hosted at:
👉 [Download via Zenodo](https://zenodo.org/...) *(or your link)*

## 📄 License

The dataset and outputs are licensed under **CC BY 4.0**.
See the full license in the [LICENSE](LICENSE) file or at [creativecommons.org/licenses/by/4.0](https://creativecommons.org/licenses/by/4.0/)






<p align="center"><img width="90%" src="https://git.dml.ir/mehran.advand/3DLAND/src/branch/master/assets/full_pipeline.png" /></p>
<p align="center"><img width="100%" src="https://git.dml.ir/mehran.advand/3DLAND/assets/omparison_chart.png" /></p>

Loading…
Cancel
Save