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sonia-raychaudhuri authored Oct 28, 2023
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# MOPA: Modular Object Navigation with PointGoal Agents

This is an implementation of our paper [MOPA: Modular Object Navigation with PointGoal Agents](https://arxiv.org/abs/2304.03696). [webpage](https://3dlg-hcvc.github.io/rrr)
This is an implementation of our paper [MOPA: Modular Object Navigation with PointGoal Agents](https://arxiv.org/abs/2304.03696). [webpage](https://3dlg-hcvc.github.io/mopa)

![](docs/images/task_viz.gif)

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Clone the repository and install the requirements:

```
git clone [email protected]:3dlg-hcvc/rrr.git
git clone [email protected]:3dlg-hcvc/mopa.git
cd rrr
python -m pip install -r requirements.txt
```
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## Usage

### Pre-trained models
Download the pretrained PointNav model, trained on HM3D [here](https://github.com/facebookresearch/habitat-matterport3d-dataset/tree/main/pointnav_comparison#pre-trained-models) and update the path [here](https://github.com/3dlg-hcvc/rrr/blob/main/baselines/config/pointnav/hier_w_proj_pred_sem_map.yaml#L12) and [here](https://github.com/3dlg-hcvc/rrr/blob/main/baselines/config/pointnav/hier_w_proj_pred_sem_map.yaml#L92).
Download the pretrained PointNav model, trained on HM3D [here](https://github.com/facebookresearch/habitat-matterport3d-dataset/tree/main/pointnav_comparison#pre-trained-models) and update the path [here](https://github.com/3dlg-hcvc/mopa/blob/main/baselines/config/pointnav/hier_w_proj_pred_sem_map.yaml#L12) and [here](https://github.com/3dlg-hcvc/mopa/blob/main/baselines/config/pointnav/hier_w_proj_pred_sem_map.yaml#L92).

Download the following checkpoints for Object Detection and place under rrr/data/object_detection_models:

```
wget "https://aspis.cmpt.sfu.ca/projects/multion/rrr/pretrained_models/obj_det_real.zip"
wget "https://aspis.cmpt.sfu.ca/projects/multion/rrr/pretrained_models/obj_det_cylinder.zip"
wget "https://aspis.cmpt.sfu.ca/projects/multion/rrr/pretrained_models/knn_colors.zip"
wget "https://aspis.cmpt.sfu.ca/projects/multion/mopa/pretrained_models/obj_det_real.zip"
wget "https://aspis.cmpt.sfu.ca/projects/multion/mopa/pretrained_models/obj_det_cylinder.zip"
wget "https://aspis.cmpt.sfu.ca/projects/multion/mopa/pretrained_models/knn_colors.zip"
```

### Evaluation
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