Commit dc036f5b authored by Shaoshuai Shi's avatar Shaoshuai Shi
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update README.md

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## Introduction ## Introduction
`OpenPCDet` is an open source project for LiDAR-based 3D scene perception. `OpenPCDet` is an open source project for LiDAR-based 3D scene perception.
As of now, it mainly consists of `PCDet` toolbox for 3D object detection from point cloud. As of now, it mainly consists of `OpenPCDet` toolbox for 3D object detection from point cloud.
### What does `PCDet` toolbox do? ### What does `OpenPCDet` toolbox do?
Note that we have upgrated `PCDet` from `v0.1` to `v0.2` with pretty new structures to support various datasets and models. Note that we have upgrated `PCDet` from `v0.1` to `v0.2` with pretty new structures to support various datasets and models.
`PCDet` is a general PyTorch-based codebase for 3D object detection from point cloud. `OpenPCDet` is a general PyTorch-based codebase for 3D object detection from point cloud.
It currently supports multiple state-of-the-art 3D object detection methods with highly refactored codes for both one-stage and two-stage 3D detection frameworks. It currently supports multiple state-of-the-art 3D object detection methods with highly refactored codes for both one-stage and two-stage 3D detection frameworks.
Based on `PCDet` toolbox, we win the Waymo Open Dataset challenge in [3D Detection](https://waymo.com/open/challenges/3d-detection/), Based on `OpenPCDet` toolbox, we win the Waymo Open Dataset challenge in [3D Detection](https://waymo.com/open/challenges/3d-detection/),
[3D Tracking](https://waymo.com/open/challenges/3d-tracking/), [Domain Adaptation](https://waymo.com/open/challenges/domain-adaptation/) [3D Tracking](https://waymo.com/open/challenges/3d-tracking/), [Domain Adaptation](https://waymo.com/open/challenges/domain-adaptation/)
three tracks among all LiDAR-only methods, and the Waymo related models will be released to `PCDet` soon. three tracks among all LiDAR-only methods, and the Waymo related models will be released to `OpenPCDet` soon.
It is also the official code release of [`[Part-A^2 net]`](https://arxiv.org/abs/1907.03670) and [`[PV-RCNN]`](https://arxiv.org/abs/1912.13192). It is also the official code release of [`[Part-A^2 net]`](https://arxiv.org/abs/1907.03670) and [`[PV-RCNN]`](https://arxiv.org/abs/1912.13192).
We are actively updating this repo currently, and more datasets and models will be supported soon. We are actively updating this repo currently, and more datasets and models will be supported soon.
Contributions are also welcomed. Contributions are also welcomed.
### `PCDet` design pattern ### `OpenPCDet` design pattern
* Data-Model separation with unified point cloud coordinate for easily extending to custom datasets: * Data-Model separation with unified point cloud coordinate for easily extending to custom datasets:
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