Update README.md

README.md

@@ -15,23 +15,46 @@ task_categories:
 license: mit
 ---
 
-## 📌 Overview
+
+# Updates/News 📣
+
+* 🎉 **News (Feb. 2026)**: The dataset paper [FSMC-Pose](https://arxiv.org/abs/2603.16596) has been accepted for CVPR 2026 Findings!
+* 🔗 **News**: Please find the open-source dataset on Hugging Face: [MOUNT-Cattle](https://huggingface.co/datasets/eelianafang/MOUNT-Cattle).
+
+  
+<!-- <p align="center"> -->
+  <img src="https://cdn-uploads.huggingface.co/production/uploads/68cd5c5c87a712fdd6b0fc2d/My_jaRbTp8_CXqky8rqx7.png" width="500"/>
+<!-- </p> -->
+
+
+<!-- <p align="center"> -->
+  <a href="https://arxiv.org/abs/2603.16596">
+    <img src="https://img.shields.io/badge/FSMC--Pose-Paper-E76F51?style=flat&logo=arxiv&logoColor=white" />
+  </a>
+  &nbsp;&nbsp;
+  <a href="https://huggingface.co/datasets/eelianafang/MOUNT-Cattle">
+    <img src="https://img.shields.io/badge/MOUNT--Cattle-Dataset-c5a730?style=flat&logo=huggingface&logoColor=white" />
+  </a>
+    &nbsp;&nbsp;
+  <a href="https://github.com/elianafang/FSMC-Pose">
+    <img src="https://img.shields.io/badge/FSMC--Pose-Code-4C9BDB?style=flat&logo=github&logoColor=white" />
+  </a>
+<!-- </p> -->
+
+# 📌 Overview
 
 Mounting posture is an important visual indicator of estrus in dairy cattle. MOUNT-Cattle is a mounting dataset, covering 1,176 mounting instances, which follows the COCO format and supports drop-in training across pose estimation models.
 
 ![dataset](https://cdn-uploads.huggingface.co/production/uploads/68cd5c5c87a712fdd6b0fc2d/bMECz3t-a0GS3dGt8Yaur.png)
 
 In the actual training process, please use the comprehensive dataset that combines MOUNT-Cattle with the public NWAFU-Cattle dataset. This repository provides the corresponding comprehensive dataset used in that training setup. supporting:
-
 - Object Detection (bounding boxes)
 - Keypoint Detection (pose estimation)
-
 The dataset was originally labeled in **COCO format**, and to be compatible with Hugging Face, we provide the converted **JSONL format**.
 
+# 📁 Dataset Structure
 
-## 📁 Dataset Structure
-
-### 🔹 Original COCO Format
+## 🔹 Original COCO Format
 
 ```
 MOUNT-Cattle/
@@ -42,7 +65,7 @@ MOUNT-Cattle/
 │   └── test.json
 ```
 
-### 🔹 Hugging Face Friendly JSONL Format
+## 🔹 Hugging Face Friendly JSONL Format
 
 ```
 MOUNT-Cattle/
@@ -52,7 +75,7 @@ MOUNT-Cattle/
 └── test.jsonl
 ```
 
-## 🦴 Keypoints Annotation
+# 🦴 Keypoints Annotation
 
 The dataset defines the following keypoints in order:
 
@@ -75,10 +98,10 @@ The dataset defines the following keypoints in order:
 16. Left_hind_hoof
 ```
 
-## 📜 License
+# 📜 License
 
 Please specify the dataset license here.
 
-## 🙋 Acknowledgement
+# 🙋 Acknowledgement
 
 Information Technology Research Center, Beijing Academy of Agriculture and Forestry Sciences, National Engineering Research Center for Information Technology in Agriculture