Update README.md

README.md

@@ -1,2 +1,78 @@
-## Paper
-[Context Aware Grounded Teacher for Source Free Object Detection](https://huggingface.co/papers/2504.15404)
+---
+license: mit
+tags:
+- source-free
+- object-detection
+- domain-adaptation
+- medical-imaging
+- semi-supervised
+- computer-vision
+model-index:
+  - name: Grounded Teacher
+    results: []
+    paper:
+      - name: Context Aware Grounded Teacher for Source Free Object Detection
+        url: https://github.com/Tajamul21/Grounded_Teacher
+---
+
+# Grounded Teacher (GT)
+
+This repository contains model weights and resources for **Grounded Teacher**, a framework designed to tackle **Source Free Object Detection (SFOD)**, especially under **domain shift** and **context imbalance** conditions—common challenges in **medical imaging**.
+
+---
+
+## 🧠 Abstract
+
+We focus on the Source Free Object Detection (SFOD) problem, where **source data is unavailable** during adaptation, and the model must adapt to an **unlabeled target domain**. In medical imaging, many approaches rely on semi-supervised student-teacher setups to handle domain gaps.
+
+However, **context imbalance** and **domain shifts** often lead to **biased teacher models**, producing poor pseudolabels and causing the student model to collapse.
+
+To address this, we introduce **Grounded Teacher (GT)**:
+- Models **contextual relationships** via a **relational context module**.
+- Applies targeted **augmentations** for underrepresented classes across/within domains.
+- Adds an **expert foundational branch** to supervise the student model and enhance prediction quality.
+
+GT shows significant improvement across three medical imaging datasets, with thorough ablation studies validating its effectiveness.
+
+---
+
+## 📦 Resources
+
+- 🔗 **GitHub (code, data, training scripts):** [Grounded Teacher on GitHub](https://github.com/Tajamul21/Grounded_Teacher)
+
+---
+
+## 👨‍🔬 Authors
+
+- **Tajamul Ashraf**
+- Rajes Manna
+- Partha Sarathi Purkayastha
+- Tavaheed Tariq
+- Janibul Bashir
+
+---
+
+## 📅 Publication
+
+**Title:** Context Aware Grounded Teacher for Source Free Object Detection  
+**Published:** April 22
+
+---
+
+## 📃 Citation
+
+```bibtex
+@inproceedings{groundedteacher2025,
+  title={Context Aware Grounded Teacher for Source Free Object Detection},
+  author={},
+  booktitle={},
+  year={2025}
+}
+```
+
+---
+
+## 🔍 License
+
+MIT License
+