Update app.py

app.py

@@ -358,7 +358,7 @@ def seg_track_app():
         gr.Markdown(
             '''
             <div style="text-align:center; margin-bottom:20px;">
-                <span style="font-size:3em; font-weight:bold;">SAM2 for Video Segmentation 🔥</span>
+                <span style="font-size:3em; font-weight:bold;">MedSAM2 for Video Segmentation 🔥</span>
             </div>
             <div style="text-align:center; margin-bottom:10px;">
                 <span style="font-size:1.5em; font-weight:bold;">MedSAM2-Segment Anything in Medical Images and Videos: Benchmark and Deployment</span>
@@ -398,6 +398,18 @@ def seg_track_app():
                 </ol>
             </div>
             <div style="text-align:left; margin-bottom:20px;">
+                We designed this API and <a href="https://github.com/bowang-lab/MedSAMSlicer/tree/SAM2" target="_blank">3D Slicer Plugin</a> for medical image and video segmentation where the checkpoints are based on the original SAM2 models (<a href="https://github.com/facebookresearch/segment-anything-2" target="_blank">https://github.com/facebookresearch/segment-anything-2</a>). The image segmentation fine-tune code has been released on <a href="https://github.com/bowang-lab/MedSAM/tree/MedSAM2?tab=readme-ov-file#fine-tune-sam2-on-the-abdomen-ct-dataset" target="_blank">GitHub</a>. The video fine-tuning code is under active development and will be released as well.  
+            </div>
+            <div style="text-align:left; margin-bottom:20px;">
+                If you find these tools useful, please consider citing the following papers:
+            </div>
+            <div style="text-align:left; margin-bottom:20px;">
+                Ravi, N., Gabeur, V., Hu, Y.T., Hu, R., Ryali, C., Ma, T., Khedr, H., Rädle, R., Rolland, C., Gustafson, L., Mintun, E., Pan, J., Alwala, K.V., Carion, N., Wu, C.Y., Girshick, R., Dollár, P., Feichtenhofer, C.: SAM 2: Segment Anything in Images and Videos. arXiv:2408.00714 (2024)
+            </div>            
+            <div style="text-align:left; margin-bottom:20px;">
+                Ma, J., Kim, S., Li, F., Baharoon, M., Asakereh, R., Lyu, H., Wang, B.: Segment Anything in Medical Images and Videos: Benchmark and Deployment. arXiv preprint arXiv:2408.03322 (2024)
+            </div> 
+            <div style="text-align:left; margin-bottom:20px;"> 
                 Other useful resources: 
                 <a href="https://ai.meta.com/sam2" target="_blank">Official demo</a> from MetaAI, 
                 <a href="https://www.youtube.com/watch?v=Dv003fTyO-Y" target="_blank">Video tutorial</a> from Piotr Skalski.
@@ -502,7 +514,7 @@ def seg_track_app():
             '''
             <div style="text-align:center; margin-top: 20px;">
                 The authors of this work highly appreciate Meta AI for making SAM2 publicly available to the community. 
-                The interface was built on <a href="https://github.com/z-x-yang/Segment-and-Track-Anything/blob/main/tutorial/tutorial%20for%20WebUI-1.0-Version.md" target="_blank">SegTracker</a>. 
+                The interface was built on <a href="https://github.com/z-x-yang/Segment-and-Track-Anything/blob/main/tutorial/tutorial%20for%20WebUI-1.0-Version.md" target="_blank">SegTracker</a>, which is also an amazing tool for video segmentation tracking. 
                 <a href="https://docs.google.com/document/d/1idDBV0faOjdjVs-iAHr0uSrw_9_ZzLGrUI2FEdK-lso/edit?usp=sharing" target="_blank">Data source</a>
             </div>
                 '''