update info

.github/workflows/python-publish.yml

@@ -0,0 +1,36 @@
+
+# This workflow uses actions that are not certified by GitHub.
+# They are provided by a third-party and are governed by
+# separate terms of service, privacy policy, and support
+# documentation.
+
+# GitHub recommends pinning actions to a commit SHA.
+# To get a newer version, you will need to update the SHA.
+# You can also reference a tag or branch, but the action may change without warning.
+
+name: Upload Python Package
+
+on:
+  release:
+    types: [published]
+
+jobs:
+  deploy:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v3
+      - name: Set up Python
+        uses: actions/setup-python@v4
+        with:
+          python-version: '3.x'
+      - name: Install dependencies
+        run: |
+          python -m pip install --upgrade pip
+          pip install build
+      - name: Build package
+        run: python -m build
+      - name: Publish package
+        uses: pypa/gh-action-pypi-publish@27b31702a0e7fc50959f5ad993c78deac1bdfc29
+        with:
+          user: __token__
+          password: ${{ secrets.PYPI_API_TOKEN }}

README.md

@@ -1,2 +1,15 @@
+<img src="./pointnext.jpeg" width="1200px"></img>
 # pointnext
-Pytorch implementation of PointNext
+Pytorch implementation of PointNext.
+
+
+## Reference
+```bibtex
+@InProceedings{qian2022pointnext,
+  title   = {PointNeXt: Revisiting PointNet++ with Improved Training and Scaling Strategies},
+  author  = {Qian, Guocheng and Li, Yuchen and Peng, Houwen and Mai, Jinjie and Hammoud, Hasan and Elhoseiny, Mohamed and Ghanem, Bernard},
+  booktitle=Advances in Neural Information Processing Systems (NeurIPS),
+  year    = {2022},
+}
+```
+