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| ## Installation | |
| ### Requirements | |
| - Linux with Python ≥ 3.8 | |
| - PyTorch ≥ 1.8 and [torchvision](https://github.com/pytorch/vision/) that matches the PyTorch installation. | |
| Install them together at [pytorch.org](https://pytorch.org) to make sure of this. Note, please check | |
| PyTorch version matches that is required by Detectron2. | |
| - PyTorch3d: follow [Pytorch3d installation instructions](https://github.com/facebookresearch/pytorch3d/blob/main/INSTALL.md). | |
| - Detectron2: follow [Detectron2 installation instructions](https://detectron2.readthedocs.io/tutorials/install.html). | |
| - Segment Anything Model: follow [SAM](https://github.com/facebookresearch/segment-anything). | |
| ### Usage | |
| Install required packages. | |
| ```bash | |
| conda create --name ovseg python=3.8 | |
| conda activate ovseg | |
| conda install pytorch==1.10.1 torchvision==0.11.2 torchaudio==0.10.1 cudatoolkit=11.3 -c pytorch -c conda-forge | |
| conda install -c fvcore -c iopath -c conda-forge fvcore iopath | |
| conda install pytorch3d -c pytorch3d | |
| pip install -r requirements.txt | |
| ``` | |
| You need to download `detectron2==0.6` following [instructions](https://detectron2.readthedocs.io/en/latest/tutorials/install.html) | |
| ```bash | |
| python -m pip install detectron2 -f https://dl.fbaipublicfiles.com/detectron2/wheels/cu113/torch1.10/index.html | |
| ``` | |
| If you cannot succefully install `pycocotools`, try this from [here](https://github.com/cocodataset/cocoapi/issues/351): | |
| ```bash | |
| conda install -c conda-forge pycocotools | |
| ``` | |
| Install the SAM with: | |
| ```bash | |
| pip install git+https://github.com/facebookresearch/segment-anything.git | |
| ``` | |
| To fully support the SAM, install these packages: | |
| ```bash | |
| pip install opencv-python pycocotools matplotlib onnxruntime onnx | |
| ``` | |
| FurtherMore, install the modified clip package. | |
| ```bash | |
| cd third_party/CLIP | |
| python -m pip install -Ue . | |
| ``` |