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jmwang0117 committed Oct 1, 2024
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## 📜 Introduction

**OccRWKV** introduces an efficient semantic occupancy prediction network that smartly decouples semantics and geometry with specialized RWKV blocks, achieving superior accuracy and real-time performance for 3D semantic scene understanding. Its use of BEV space and sparse feature projection significantly reduces computational demands, making it highly suitable for enhancing real-time autonomous navigation in robotic systems.



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<img src="misc/overview.png" width = 60% height = 60%/>
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```
@article{wang2024occrwkv,
title={OccRWKV: Rethinking Efficient 3D Semantic Occupancy Prediction with Linear Complexity},
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- [RWKV](https://github.com/BlinkDL/RWKV-LM)
- [Vision-RWKV](https://github.com/OpenGVLab/Vision-RWKV)
- [SSC-RS](https://github.com/Jieqianyu/SSC-RS)
- [Co-Occ](https://github.com/Rorisis/Co-Occ)
- [AGRNav](https://github.com/jmwang0117/AGRNav)
- [HE-Nav](https://github.com/jmwang0117/HE-Nav)
- [semantic-kitti-api](https://github.com/PRBonn/semantic-kitti-api)



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