|
|
@@ -1,14 +1,34 @@ |
|
|
|
<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> |