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CoMAE

[AAAI 2023] CoMAE: Single Model Hybrid Pre-training on Small-Scale RGB-D Datasets

Prepare Data

Baiduyun(https://pan.baidu.com/s/1LZIF1hlT3k0oX76Ttp660w) The extraction code is: g5vp

Dependencies

  • python 3.7.4
  • torch 1.7.0
  • torchvision 0.8.1
  • timm 0.3.2
  • numpy 1.17.2

Pretrain

Note give your own data_path, output_dir and log_dir in command parameters.

python main_pretrain_cpc.py or

python -m torch.distributed.launch --nproc_per_node NUM_GPU main_pretrain_cpc.py

Load CPC pretrained weights and python main_pretrain_mm_mae.py or

python -m torch.distributed.launch --nproc_per_node NUM_GPU main_pretrain_mm_mae.py

Finetune and eval

Note give your own data_path, output_dir, log_dir and finetune in command parameters.

python main_finetune.py or

python -m torch.distributed.launch --nproc_per_node NUM_GPU main_finetune.py

Citation

Please cite the following paper if you feel this repository useful for your research.

@inproceedings{yang2023comae,
  title={CoMAE: Single Model Hybrid Pre-training on Small-Scale RGB-D Datasets},
  author={Yang, Jiange and Guo, Sheng and Wu, Gangshan and Wang, Limin},
  year={2023}
}

Acknowledges

This repo contains modified codes from: MAE.

comae's People

Contributors

wanglimin avatar yangjiangeyjg avatar

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