minor changes

README.md

@@ -62,67 +62,24 @@ task_ids:
 
 # OccuFly Dataset
 
-Following its acceptance as a **CVPR 2026 Oral**, we release OccuFly: the first real-world, large-scale camera-based benchmark for Semantic Scene Completion (SSC) and Metric Monocular Depth Estimation from the aerial perspective.
+Following its acceptance as a [CVPR 2026 Oral](https://cvpr.thecvf.com/virtual/2026/oral/40308), we release OccuFly: the first real-world, large-scale camera-based benchmark for Semantic Scene Completion and Metric Monocular Depth Estimation from the aerial perspective.
 
+📚 **Full Documentation on GitHub**: [github.com/markus-42/occufly](https://github.com/markus-42/occufly)  
 🌐 **Project Page**: [markus-42.github.io/publications/2026/occufly/](https://markus-42.github.io/publications/2026/occufly/)  
 🤗 **Aerial DepthAnything2**: [huggingface.co/markus-42/OccuFly-DepthAnythingV2](https://huggingface.co/markus-42/OccuFly-DepthAnythingV2)  
-📄 **Paper**: [arXiv:2512.20770 ](https://arxiv.org/abs/2512.20770)  
-📚 **Full Documentation GitHub**: See [github.com/markus-42/occufly](https://github.com/markus-42/occufly)  
+📜 **Paper**: [arXiv:2512.20770  ](https://arxiv.org/abs/2512.20770)  
 
----
-
-## Quick Start
-
-### 1. Install Dependencies
-
-```bash
-pip install huggingface-hub tqdm numpy Pillow
-```
-
-### 2. Download Dataset
 
-Use the download script located in this repository:
+## Download and Documentation
 
-```bash
-# Download all scenes
-python download_occufly.py
-
-# Download specific split
-python download_occufly.py --split train
-python download_occufly.py --split validation
-python download_occufly.py --split test
-
-# Download specific scenes (1-9)
-python download_occufly.py --scenes 1 2 3
-
-# Include predicted depth maps
-python download_occufly.py --include_depth_predictions
-python download_occufly.py --split train --include_depth_predictions
-
-# Download only predicted depth maps
-python download_occufly.py --only_depth_predictions
-
-# Custom output directory
-python download_occufly.py --output ./my_data
-```
-
-## Dataset Splits
-
-- **Train**: Scenes 1-5
-- **Validation**: Scenes 6-7  
-- **Test**: Scenes 8-9
-
-Each scene has 3 altitudes: 30m, 40m, 50m
-
-## Full Documentation
-
-For detailed documentation, visit [github.com/markus-42/occufly](https://github.com/markus-42/occufly).
+For details on download and documentation, visit [github.com/markus-42/occufly](https://github.com/markus-42/occufly)
 
 ## Citation
 
-```bibtex
+If this repository or our work was helpful to you, we would appreciate citing our paper and giving the repository a like ❤️
 
-@inproceedings{gross2025occufly,
+```bibtex
+@inproceedings{gross2026occufly,
     title={{OccuFly: A 3D Vision Benchmark for Semantic Scene Completion from the Aerial Perspective}}, 
     author={Markus Gross and Sai B. Matha and Aya Fahmy and Rui Song and Daniel Cremers and Henri Meess},
     booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
@@ -132,10 +89,4 @@ For detailed documentation, visit [github.com/markus-42/occufly](https://github.
 
 ## License
 
-This dataset is licensed under the **Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International** (CC BY-NC-SA 4.0) license.
-
-- **You can**: Share and adapt the material for non-commercial purposes
-- **You must**: Give credit, indicate changes, and use the same license for derivative works
-- **You cannot**: Use the material for commercial purposes without permission
-
-For full license details, see [creativecommons.org/licenses/by-nc-sa/4.0/](https://creativecommons.org/licenses/by-nc-sa/4.0/)
+This work is licensed under the [CC BY-NC-SA 4.0 license](https://creativecommons.org/licenses/by-nc-sa/4.0/). See the LICENSE file for the full legal terms.