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