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  We introduce the concept of semantic orientation, representing the object orientation condition on open vocabulary language.
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  The model is part of [SoFar](https://github.com/qizekun/SoFar), a 6-DoF system for spatial reasoning and robotic manipulation.
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- The released weights is on [Huggingface PointSO](https://huggingface.co/qizekun/PointSO), and the code is in the [orientation](./orientation) folder.
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  ## Pretrain
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  Download the PointMAE as initialization.
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  ```bash
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  wget https://github.com/Pang-Yatian/Point-MAE/releases/download/main/pretrain.pth -P orientation/
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  ```
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- Perpare the OrienText300K dataset following [DATASET.md](./datasets/DATASET.md).
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  ```bash
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  cd orientation
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  sh train_ddp.sh
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  ```
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  ## Finetune
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- Perpare the Open6DOR finetuning dataset following [DATASET.md](./datasets/DATASET.md).
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  The dataset is generated from isaac sim with different assets from Open6DOR.
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  Finetune PointSO will significantly improve the performance on Open6DOR rotation track & 6-DoF track.
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  We recommend using this version of the model for the Open6DOR V2 evaluation.
 
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  We introduce the concept of semantic orientation, representing the object orientation condition on open vocabulary language.
16
  The model is part of [SoFar](https://github.com/qizekun/SoFar), a 6-DoF system for spatial reasoning and robotic manipulation.
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+ The released weights is on [Huggingface PointSO](https://huggingface.co/qizekun/PointSO), and the code is in the [orientation](https://github.com/qizekun/SoFar/tree/main/orientation) folder.
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  ## Pretrain
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  Download the PointMAE as initialization.
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  ```bash
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  wget https://github.com/Pang-Yatian/Point-MAE/releases/download/main/pretrain.pth -P orientation/
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  ```
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+ Perpare the OrienText300K dataset following [DATASET.md](https://github.com/qizekun/SoFar/blob/main/datasets/DATASET.md).
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  ```bash
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  cd orientation
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  sh train_ddp.sh
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  ```
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  ## Finetune
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+ Perpare the Open6DOR finetuning dataset following [DATASET.md](https://github.com/qizekun/SoFar/blob/main/datasets/DATASET.md).
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  The dataset is generated from isaac sim with different assets from Open6DOR.
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  Finetune PointSO will significantly improve the performance on Open6DOR rotation track & 6-DoF track.
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  We recommend using this version of the model for the Open6DOR V2 evaluation.