Update README

README.md

@@ -0,0 +1,37 @@
+---
+license: apache-2.0
+tags:
+  - kornia
+  - image-segmentation
+---
+
+# kornia/mobile_sam
+
+Pretrained weights for **MobileSAM**,
+used by [`kornia.models.SegmentAnything`](https://kornia.readthedocs.io/en/latest/models.html).
+
+MobileSAM replaces the heavy ViT-H image encoder of SAM with a distilled TinyViT-5M
+encoder, reducing model size by 60× while retaining most of SAM's segmentation quality.
+arXiv 2023.
+
+**Original repo:** [ChaoningZhang/MobileSAM](https://github.com/ChaoningZhang/MobileSAM)
+
+## Weights
+
+| File | Description |
+|------|-------------|
+| `mobile_sam.pt` | TinyViT-5M encoder + SAM decoder |
+
+## Citation
+
+```bibtex
+@article{zhang2023mobilesam,
+    title   = {Faster Segment Anything: Towards Lightweight SAM
+               for Mobile Applications},
+    author  = {Zhang, Chaoning and Han, Dongshen and Qiao, Yu
+               and Kim, Jung Uk and Bae, Sung-Ho and Lee, Seungkyu
+               and Hong, Choong Seon},
+    journal = {arXiv preprint arXiv:2306.14289},
+    year    = {2023}
+}
+```