The official implementation of "CenterNeXt: Revisiting CenterNet in 2022"
It has not been published yet.
| backbone | resolution | mAP | FPS(on Titan Xp) | FPS(on RTX 3090) | FLOPs (G) |
model config | weights |
|---|---|---|---|---|---|---|---|
| ResNet-18 | 512 x 512 | 74.92 | 110 | 164 | 14.8 | config | model |
| + Coupled head | 512 x 512 | 74.61 | 112 | 167 | 14.2 | config | model |
| + Detection on lower resolution | 512 x 512 | 74.36 | 127 | 191 | 13.0 | config | model |
| + Mosaic augmentation | 512 x 512 | 74.20 | 127 | 191 | 13.0 | config | model |
| + Mixup augmentation | 512 x 512 | 75.84 | 127 | 191 | 13.0 | config | model |
| ResNet-50 | 512 x 512 | 80.46 | 65 | 104 | 25.0 | config | model |
| ResNet-101 | 512 x 512 | 83.00 | 39 | 60 | 44.5 | config | model |
| ConvNeXt-T | 512 x 512 | 83.57 | 43 | 87 | 26.8 | config | model |
Create a new conda virtual environment
conda create -n centernext python=3.8 -y
conda activate centernext
Install Pytorch and torchvision following official instructions. For example:
pip install torch==1.10.2+cu113 torchvision==0.11.3+cu113 torchaudio===0.10.2+cu113 -f https://download.pytorch.org/whl/cu113/torch_stable.html
Clone this repo and install required packages:
git clone https://github.com/MarkAny-Vision-AI/CenterNeXt
cd CenterNeXt
pip install -r requirements.txt
Download a dataset:
if (your_os == 'Window'):
cd CenterNeXt
scripts/download-voc0712.bat
python create_gt_files.py
else:
cd CenterNeXt
scripts/download-voc0712.sh
python create_gt_files.py
python train.py --model ./configs/models/your_model.yaml
python eval.py --model ./configs/models/your_model.yaml --weights /path/to/your_model.pth
python profile.py --model ./configs/models/your_model.yaml
This project is licensed under the terms of the Attribution-NonCommercial 4.0 International license. It is released for academic research only and is free to researchers from educational or research institutes for non-commercial purposes.
Please see the LICENSE file for more information.
Please contact [email protected] or [email protected] for business inquiries.