doiken23 / deeplab_pytorch

Repository for DeepLab family

About Me😆

I'm Kento Doi, a PhD student at the University of Tokyo, RA at AIST. I'm interested in computer vision and machine learning.

• 👁‍🗨 I'm currently working on change detection/captioning projects
• 💻 Python / git / Vim / LaTex / Markdown
• ⌨️ I'm enjoying AtCoder
• 🤸‍♂️ I was a gymnast when I was an undergraduate

Publications

Conference Papers

• Kento Doi, Ken Sakurada, Masaki Onishi, and Akira Iwasaki. "GAN-Based SAR-to-Optical Image Translation with Region Information", in Proc. of IEEE International Geoscience and Remote Sensing Symposium (IGARSS), pp. 2069-2072, Sept. 2020.

Journal Papers

• Kento Doi, Ryuhei Hamaguchi, Yusuke Iwasawa, Masaki Onishi, Yutaka Matsuo, and Ken Sakurada, "Detecting Object-Level Scene Changes with Viewpoint Difference using Graph Matching", Remote Sensing, 14(17):4225, 2022.
• Zhaoxiang Zhang, Kento Doi, Akira Iwasaki, and Guodong Xu, "Unsupervised Domain Adaptation of High-Resolution Aerial Images via Correlation Alignment and Self Training", IEEE Geoscience and Remote Sensing Letters, Apr. 2020.
• Shota Iino, Riho Ito, Kento Doi, Tomoyuki Imaizumi, and Syuhei Hikosaka, "CNN-based generation of high-accuracy urban distribution maps utilising SAR satellite imagery for short-term change monitoring", International Journal of Image and Data Fusion, Vol. 9, No. 4, pp. 302-318, Jul. 2018.

Awards/Grants

• MIRU Excellent Paper Award, The 25th Meeting on Image Recognition and Understanding (MIRU2022), 28 July 2022.
• Toyota/Dwango Scholarship for Advanced Artificial Intelligence Researcher, Apr. 2020 - Mar. 2021.

Stats

deeplab_pytorch's Issues

About relu

hello，
Thanks for your sharing deeplab code.I get the relu in assp and conv (all except last conv) from tensorflow source code, but I don't get in in you pytorch code.Did not it needed or?

About CRF

Hello,

Thanks for your work.
Do you have CRF part(before softmax) in your code?

Pretrained model

what is the pretrained model for DeepLabV3 trained on?

DeepLab_pytorch/DeepLab_v3.py

Line 9 in cdee2b0

model_url = 'https://download.pytorch.org/models/resnet101-5d3b4d8f.pth'

The Process of Training

Thanks for your work! I'd like to train my datasets. Could your share the training scripts to make me know more about the details of the network. Thank you very much!

About Network

Hi, @doiken23 . Thanks for your work a lot. I would like to know do you try the network on Pascal or Cityscapes. Could your share the dataloader or training scripts.? Thanks a lot.

About the pre-training model

Hello, may I ask if the pre-training model of DeeplabV2-ASPP VGG is using pytorch or download it separately?

Add License

Hi,

Could you please add a license to your project (like MIT, BSD or Apache2) so others may utilize your code?

Thanks