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- .gitignore +1 -0
- mmrotate +1 -0
- readme.md +76 -0
.gitattributes
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mmrotate
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Subproject commit d50ab767fd0a6852e7931ac8e3a759f9605d659a
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readme.md
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# Vision transformer - RVSA for object detection
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## Table of Contents
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- [Features](#Features)
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- [Getting Started](#getting-started)
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- [Prerequisites](#prerequisites)
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- [Installation](#installation)
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## Features
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Load object detection model - remote sensing image.
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* Visualize
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## Getting Started
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Below is the list of dependencies and steps to use the repository
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### Prerequisites
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List any software or libraries that are required to run your project.
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* Python 3
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* mmcv
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* mmrotate
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* torch
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* mmdetection
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### Installation
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Step-by-step instructions on how to install your project.
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1. Install environment:
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- Install torch
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* CPU:
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```
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pip install -q torch==2.0.1 torchvision==0.15.2 torchaudio==2.0.2 --index-url https://download.pytorch.org/whl/cpu
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pip install -q mmcv==2.0.1 -f https://download.openmmlab.com/mmcv/dist/cpu/torch2.0/index.html
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```
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* GPU:
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```
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pip install -q torch==2.0.1 torchvision==0.15.2 torchaudio==2.0.2
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pip install -q mmcv==2.0.1 -f https://download.openmmlab.com/mmcv/dist/cu117/torch2.0/index.html
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```
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- Install other dependencies:
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```
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pip install -q "mmdet>=3.0.0rc6,<3.1.0"
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git clone https://github.com/open-mmlab/mmrotate -b 1.x
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cd mmrotate
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pip install -q -e .
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cd ..
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git clone https://github.com/ViTAE-Transformer/MTP
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cp -r ./MTP/RS_Tasks_Finetune/Rotated_Detection/mmrotate1.x/mmrotate/* ./mmrotate/mmrotate
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git clone https://huggingface.co/datasets/KhangTruong/NWPU-Caption
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tar -xf NWPU-Caption/02_NWPU_RESISC45.tar
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tar -xf NWPU-Caption/02_NWPU_caption.tar
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mv 02_NWPU_RESISC45 data
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mv 02_NWPU_caption data
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python install.py --root .
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```
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2. Change the directory to *mmrotate*, which is inside the current working directory
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```
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cd mmrotate
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```
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3. Run the inference
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```
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python ../extract_feature.py -n ../data/airplane/airplane_002.jpg
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```
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4. It will produce an image in *vis_data*, which is the labelled image.
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