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Citation

Any citation/reference will be added here when a new model is added. I sincerely appreciate all of developers and researchers below for their great works.


MiDAS

@misc{1907.01341,
Author = {René Ranftl and Katrin Lasinger and David Hafner and Konrad Schindler and Vladlen Koltun},
Title = {Towards Robust Monocular Depth Estimation: Mixing Datasets for Zero-shot Cross-dataset Transfer},
Year = {2019},
Eprint = {arXiv:1907.01341},
}

https://github.com/isl-org/MiDaS


U2Net

@InProceedings{Qin_2020_PR,
title = {U2-Net: Going Deeper with Nested U-Structure for Salient Object Detection},
author = {Qin, Xuebin and Zhang, Zichen and Huang, Chenyang and Dehghan, Masood and Zaiane, Osmar and Jagersand, Martin},
journal = {Pattern Recognition},
volume = {106},
pages = {107404},
year = {2020}
}

https://github.com/xuebinqin/U-2-Net


Real-ESRGAN

@InProceedings{wang2021realesrgan,
    author    = {Xintao Wang and Liangbin Xie and Chao Dong and Ying Shan},
    title     = {Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data},
    booktitle = {International Conference on Computer Vision Workshops (ICCVW)},
    date      = {2021}
}

https://github.com/xinntao/Real-ESRGAN


YOLOv5

Official paper has not been published yet.

https://zenodo.org/record/5563715

https://github.com/ultralytics/yolov5


FER+

@inproceedings{BarsoumICMI2016,
    title={Training Deep Networks for Facial Expression Recognition with Crowd-Sourced Label Distribution},
    author={Barsoum, Emad and Zhang, Cha and Canton Ferrer, Cristian and Zhang, Zhengyou},
    booktitle={ACM International Conference on Multimodal Interaction (ICMI)},
    year={2016}
}

https://github.com/microsoft/FERPlus


HumanParsing

@misc{1512.03385,
Author = {Kaiming He and Xiangyu Zhang and Shaoqing Ren and Jian Sun},
Title = {Deep Residual Learning for Image Recognition},
Year = {2015},
Eprint = {arXiv:1512.03385},
}

https://github.com/onnx/models/tree/master/vision/classification/resnet


HINet

@InProceedings{Chen_2021_CVPR,
    author    = {Chen, Liangyu and Lu, Xin and Zhang, Jie and Chu, Xiaojie and Chen, Chengpeng},
    title     = {HINet: Half Instance Normalization Network for Image Restoration},
    booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
    month     = {June},
    year      = {2021},
    pages     = {182-192}
}

https://github.com/megvii-model/HINet


YuNet

https://docs.opencv.org/4.5.4/d0/dd4/tutorial_dnn_face.html


AnimeGAN

@inproceedings{Chen2019AnimeGANAN,
  title={AnimeGAN: A Novel Lightweight GAN for Photo Animation},
  author={Jie Chen and Gang Liu and Xin Chen},
  year={2019}
}

https://github.com/ptran1203/pytorch-animeGAN


ResNetV2

@misc{1512.03385,
Author = {Kaiming He and Xiangyu Zhang and Shaoqing Ren and Jian Sun},
Title = {Deep Residual Learning for Image Recognition},
Year = {2015},
Eprint = {arXiv:1512.03385},
}

https://github.com/onnx/models/tree/master/vision/classification/resnet


MODNet

@InProceedings{MODNet,
  author = {Zhanghan Ke and Jiayu Sun and Kaican Li and Qiong Yan and Rynson W.H. Lau},
  title = {MODNet: Real-Time Trimap-Free Portrait Matting via Objective Decomposition},
  booktitle = {AAAI},
  year = {2022},
}

https://github.com/ZHKKKe/MODNet


FastSCNN

@misc{1902.04502,
Author = {Rudra P K Poudel and Stephan Liwicki and Roberto Cipolla},
Title = {Fast-SCNN: Fast Semantic Segmentation Network},
Year = {2019},
Eprint = {arXiv:1902.04502},
}

https://github.com/Tramac/Fast-SCNN-pytorch


SUIM-Net

@inproceedings{islam2020suim,
  title={{Semantic Segmentation of Underwater Imagery: Dataset and Benchmark}},
  author={Islam, Md Jahidul and Edge, Chelsey and Xiao, Yuyang and Luo, Peigen and Mehtaz, 
              Muntaqim and Morse, Christopher and Enan, Sadman Sakib and Sattar, Junaed},
  booktitle={IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},
  year={2020},
  organization={IEEE/RSJ}
}

https://github.com/xahidbuffon/SUIM


GitHub Repositories

https://github.com/rwightman/pytorch-image-models

https://github.com/Megvii-BaseDetection/YOLOX

https://github.com/zhiqwang/yolov5-rt-stack

https://github.com/PINTO0309/PINTO_model_zoo

https://github.com/Kazuhito00

https://github.com/microsoft/onnxruntime