
@article{so2025facial,
  title={Facial Landmark-Driven Keypoint Feature Extraction for Robust Facial Expression Recognition},
  author={Jae-Kyeong So and Youngjoon Han},
  journal={Sensors (Basel, Switzerland)},
  year={2025},
  volume={25},
  url={https://api.semanticscholar.org/CorpusID:279542728}
}
@inproceedings{chandran2023continuous,
  title={Continuous landmark detection with 3d queries},
  author={Chandran, Prashanth and Zoss, Gaspard and Gotardo, Paulo and Bradley, Derek},
  booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
  pages={16858--16867},
  year={2023}
}


@article{digitalhumans2023survey,
  title={A survey on the pipeline evolution of facial capture and tracking for digital humans},
  author={Vilchis, Carlos and Perez-Guerrero, Carmina and Mendez-Ruiz, Mauricio and Gonzalez-Mendoza, Miguel},
  journal={Multimedia Systems},
  volume={29},
  number={4},
  pages={1917--1940},
  year={2023},
  publisher={Springer}
}




@inproceedings{sun2013deep,
  title     = {Deep Convolutional Network Cascade for Facial Point Detection},
  author    = {Sun, Y. and Wang, X. and Tang, X.},
  booktitle = {Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
  pages     = {3476--3483},
  year      = {2013}
}

@article{zhang2016mtcnn,
  title   = {Joint Face Detection and Alignment Using Multi-task Cascaded Convolutional Networks},
  author  = {Zhang, K. and Zhang, Z. and Li, Z. and Qiao, Y.},
  journal = {IEEE Signal Processing Letters},
  volume  = {23},
  number  = {10},
  pages   = {1499--1503},
  year    = {2016}
}

@article{dosovitskiy2021vit,
  author       = {Alexey Dosovitskiy and
                  Lucas Beyer and
                  Alexander Kolesnikov and
                  Dirk Weissenborn and
                  Xiaohua Zhai and
                  Thomas Unterthiner and
                  Mostafa Dehghani and
                  Matthias Minderer and
                  Georg Heigold and
                  Sylvain Gelly and
                  Jakob Uszkoreit and
                  Neil Houlsby},
  title        = {An Image is Worth 16x16 Words: Transformers for Image Recognition
                  at Scale},
  journal      = {CoRR},
  volume       = {abs/2010.11929},
  year         = {2020},
  url          = {https://arxiv.org/abs/2010.11929},
  eprinttype    = {arXiv},
  eprint       = {2010.11929},
  timestamp    = {Fri, 20 Nov 2020 14:04:05 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2010-11929.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{liu2021swin,
  title     = {Swin Transformer: Hierarchical Vision Transformer using shifted windows},
  author    = {Liu, Ze and Lin, Yutong and Cao, Yue and Hu, Han and Wei, Yixuan and Zhang, Zheng and Lin, Stephen and Guo, Baining},
  booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV)},
  pages     = {10012--10022},
  year      = {2021}
}

@article{wan2024dynamic,
  title     = {Precise facial landmark detection by dynamic semantic aggregation transformer},
  author    = {Wan, Jun and Liu, Hong and Wu, Yanan and Lai, Zhiyong and Min, Wei and Liu, Jing},
  journal   = {Pattern Recognition},
  volume    = {156},
  pages     = {110827},
  year      = {2024}
}



@inproceedings{miao2018direct,
  title     = {Direct Shape Regression Networks for End-to-End Face Alignment},
  author    = {Miao, Xudong and Yin, Yihong and Liu, Xiaoming},
  booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  pages     = {5040--5049},
  year      = {2018}
}



@inproceedings{li2022cascaded,
  title     = {Towards Accurate Facial Landmark Detection via Cascaded Transformers},
  author    = {Li, Haibo and Guo, Zhen and Rhee, Seong-Min and Han, Seunghwan and Han, Jung-Jae},
  booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  pages     = {4176--4185},
  year      = {2022}
}


@inproceedings{pourramezan2022acr,
  title={ACR loss: Adaptive coordinate-based regression loss for face alignment},
  author={Fard, Ali Pourramezan and Mahoor, Mohammah H},
  booktitle={2022 26th international conference on pattern recognition (ICPR)},
  pages={1807--1814},
  year={2022},
  organization={IEEE}
}

@inproceedings{tai2019videoalignment,
  author    = {Tai, Y. and Liang, Y. and Liu, X. and Duan, L. and Li, J. and Wang, C. and Huang, F. and Chen, Y.},
  title     = {Towards Highly Accurate and Stable Face Alignment for High-Resolution Videos},
  booktitle = {AAAI},
  pages     = {8899--8907},
  year      = {2019}
}



@article{bulat2021subpixel,
  author       = {Adrian Bulat and
                  Enrique Sanchez and
                  Georgios Tzimiropoulos},
  title        = {Subpixel Heatmap Regression for Facial Landmark Localization},
  journal      = {CoRR},
  volume       = {abs/2111.02360},
  year         = {2021},
  url          = {https://arxiv.org/abs/2111.02360},
  eprinttype    = {arXiv},
  eprint       = {2111.02360},
  timestamp    = {Fri, 05 Nov 2021 15:25:54 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2111-02360.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{yin2020attentive,
  title={Attentive one-dimensional heatmap regression for facial landmark detection and tracking},
  author={Yin, Shi and Wang, Shangfei and Chen, Xiaoping and Chen, Enhong and Liang, Cong},
  booktitle={Proceedings of the 28th ACM International Conference on Multimedia},
  pages={538--546},
  year={2020}
}

@inproceedings{zhou2023semantic,
  author    = {Zhou, Z. and Li, H. and Liu, H. and Wang, N. and Yu, G. and Ji, R.},
  title     = {Reducing Semantic Ambiguity in Facial Landmark Detection},
  booktitle = {CVPR},
  pages     = {1234--1243},
  year      = {2023}
}

@article{wan2021multiconstraint,
  author    = {Wan, J. and Lai, Z. and Li, J. and Zhou, J. and Gao, C.},
  title     = {Robust Facial Landmark Detection by Multiorder Multiconstraint Deep Networks},
  journal   = {IEEE Transactions on Neural Networks and Learning Systems},
  volume    = {33},
  number    = {5},
  pages     = {2181--2194},
  year      = {2021}
}


@article{wan2023referenceheatmap,
  author    = {Wan, J. and Liu, J. and Zhou, J. and Lai, Z. and Shen, L. and Sun, H. and Xiong, P. and Min, W.},
  title     = {Precise Facial Landmark Detection by Reference Heatmap Transformer},
  journal   = {IEEE Transactions on Image Processing},
  volume    = {32},
  pages     = {1966--1977},
  year      = {2023}
}

@inproceedings{li2024multidomain,
  title={Towards Multi-Domain Face Landmark Detection with Synthetic Data from Diffusion Model},
  author={Li, Yuanming and Kim, Gwantae and Kwak, Jeong-gi and Ku, Bon-hwa and Ko, Hanseok},
  booktitle={ICASSP 2024-2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
  pages={6730--6734},
  year={2024},
  organization={IEEE}
}

@inproceedings{li2020badweather,
  author    = {Li, R. and Tan, R. T. and Cheong, L.-F.},
  title     = {All in One Bad Weather Removal Using Architectural Search},
  booktitle = {CVPR},
  pages     = {3175--3185},
  year      = {2020}
}

@article{cui2024adair,
  author    = {Cui, Y. and Zamir, S. W. and Khan, S. and Knoll, A. and Shah, M. and Khan, F. S.},
  title     = {Adair: Adaptive All-in-One Image Restoration via Frequency Mining and Modulation},
  journal   = {arXiv preprint arXiv:2403.14614},
  year      = {2024}
}

@article{zhang2025perceiveir,
  author    = {Zhang, X. and Ma, J. and Wang, G. and Zhang, Q. and Zhang, H. and Zhang, L.},
  title     = {Perceive-IR: Learning to Perceive Degradation Better for All-in-One Image Restoration},
  journal   = {IEEE Transactions on Image Processing},
  year      = {2025}
}

@article{hu2025protoformer,
  author    = {Hu, S. and Qi, H. and Wan, J. and others},
  title     = {Proto-Former: Unified Facial Landmark Detection by Prototype Transformer},
  journal   = {arXiv preprint arXiv:2510.15338},
  year      = {2025}
}

@inproceedings{jiang2024autodir,
  title={Autodir: Automatic all-in-one image restoration with latent diffusion},
  author={Jiang, Yitong and Zhang, Zhaoyang and Xue, Tianfan and Gu, Jinwei},
  booktitle={European Conference on Computer Vision},
  pages={340--359},
  year={2024},
  organization={Springer}
}

@inproceedings{ren2024moediffir,
  title={Moe-diffir: Task-customized diffusion priors for universal compressed image restoration},
  author={Ren, Yulin and Li, Xin and Li, Bingchen and Wang, Xingrui and Guo, Mengxi and Zhao, Shijie and Zhang, Li and Chen, Zhibo},
  booktitle={European Conference on Computer Vision},
  pages={116--134},
  year={2024},
  organization={Springer}
}


@inproceedings{sagonas2013faces,
  author    = {Sagonas, C. and Tzimiropoulos, G. and Zafeiriou, S. and Pantic, M.},
  title     = {300 Faces In-the-Wild Challenge: The First Facial Landmark Localization Challenge},
  booktitle = {ICCV Workshops},
  pages     = {397--403},
  year      = {2013}
}


@inproceedings{koestinger2011aflw,
  title={Annotated facial landmarks in the wild: A large-scale, real-world database for facial landmark localization},
  author={Koestinger, Martin and Wohlhart, Paul and Roth, Peter M and Bischof, Horst},
  booktitle={2011 IEEE international conference on computer vision workshops (ICCV workshops)},
  pages={2144--2151},
  year={2011},
  organization={IEEE}
}

@inproceedings{burgos2013robust,
  author    = {Burgos-Artizzu, X. P. and Perona, P. and Doll{\'a}r, P.},
  title     = {Robust Face Landmark Estimation under Occlusion},
  booktitle = {ICCV},
  pages     = {1513--1520},
  year      = {2013}
}

@inproceedings{wu2018look,
  author    = {Wu, W. and Yang, S.},
  title     = {Look at Boundary: A Boundary-Aware Face Alignment Algorithm},
  booktitle = {CVPR},
  pages     = {2129--2138},
  year      = {2018}
}

@article{cootes1995asm,
  author    = {Cootes, T. F. and Taylor, C. J. and Cooper, D. H. and Graham, J.},
  title     = {Active Shape Models--Their Training and Application},
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  number    = {1},
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  year      = {1995}
}

@inproceedings{cristinacce2006clm,
  author    = {Cristinacce, David and Cootes, Timothy F.},
  title     = {Feature Detection and Tracking with Constrained Local Models},
  booktitle = {Proceedings of the British Machine Vision Conference (BMVC)},
  pages     = {929--938},
  year      = {2006}
}

@article{luo2015prf,
  author    = {Luo, C. and Wang, Z. and Wang, S. and Zhang, J. and Yu, J.},
  title     = {Locating Facial Landmarks Using Probabilistic Random Forest},
  journal   = {IEEE Signal Processing Letters},
  volume    = {22},
  number    = {12},
  pages     = {2324--2328},
  year      = {2015}
}

@inproceedings{kendall2018uncertainty,
  author    = {Kendall, A. and Gal, Y. and Cipolla, R.},
  title     = {Multi-Task Learning Using Uncertainty to Weigh Losses for Scene Geometry and Semantics},
  booktitle = {CVPR},
  pages     = {7482--7491},
  year      = {2018}
}

@inproceedings{sener2018multitask,
  author    = {Sener, O. and Koltun, V.},
  title     = {Multi-Task Learning as Multi-Objective Optimization},
  booktitle = {NeurIPS},
  pages     = {525--536},
  year      = {2018}
}


@inproceedings{liu2019attentionmtl,
  author    = {Liu, S. and Johns, E. and Davison, A. J.},
  title     = {End-to-End Multi-Task Learning With Attention},
  booktitle = {CVPR},
  pages     = {1871--1880},
  year      = {2019}
}

@inproceedings{wang2020harmony,
  author    = {Wang, Q. and Li, Z. and Chen, Y. and Tang, M.},
  title     = {Harmony: Efficient Multi-Task Learning via Gradient Harmonization},
  booktitle = {AAAI},
  pages     = {9985--9992},
  year      = {2020}
}

@inproceedings{yu2020pcgrad,
  author    = {Yu, T. and Kumar, S. and Gupta, A. and Levine, S. and Hausman, K. and Finn, C.},
  title     = {Gradient Surgery for Multi-Task Learning},
  booktitle = {NeurIPS},
  pages     = {5824--5835},
  year      = {2020}
}

@inproceedings{carion2020detr,
  author    = {Carion, N. and Massa, F. and Synnaeve, G. and Usunier, N. and Kirillov, A. and Zagoruyko, S.},
  title     = {End-to-End Object Detection with Transformers},
  booktitle = {ECCV},
  pages     = {213--229},
  year      = {2020}
}

@inproceedings{chen2024comparative,
  author    = {Chen, X. and Li, Z. and Pu, Y. and others},
  title     = {A Comparative Study of Image Restoration Networks for General Backbone Network Design},
  booktitle = {ECCV},
  address   = {Cham},
  publisher = {Springer Nature Switzerland},
  pages     = {74--91},
  year      = {2024}
}
@inproceedings{ruder2019sluice,
  title     = {Sluice Networks: Learning What to Share between Loosely Related Tasks},
  author    = {Ruder, Sebastian and Bingel, Joachim and Augenstein, Isabelle and Søgaard, Anders},
  booktitle = {ICLR},
  year      = {2018}
}
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IEEEexample.bib
  title     = {Multi-Task Learning as Multi-Objective Optimization},
  booktitle = {NeurIPS},
  pages     = {525--536},
  year      = {2018}
}

@inproceedings{chen2018gradnorm,
  author    = {Chen, Z. and Badrinarayanan, V. and Lee, C.-Y. and Rabinovich, A.},
  title     = {GradNorm: Gradient Normalization for Adaptive Loss Balancing in Deep Multitask Networks},
  booktitle = {ICML},
  volume    = {80},
  pages     = {794--803},
  year      = {2018}
}



@inproceedings{carion2020detr,
  author    = {Carion, N. and Massa, F. and Synnaeve, G. and Usunier, N. and Kirillov, A. and Zagoruyko, S.},
  title     = {End-to-End Object Detection with Transformers},
  booktitle = {ECCV},
  pages     = {213--229},
  year      = {2020}
}

@
@inproceedings{zheng2022general,
  title={General facial representation learning in a visual-linguistic manner},
  author={Zheng, Yinglin and Yang, Hao and Zhang, Ting and Bao, Jianmin and Chen, Dongdong and Huang, Yangyu and Yuan, Lu and Chen, Dong and Zeng, Ming and Wen, Fang},
  booktitle={Proceedings of the IEEE/CVF conference on computer vision and pattern recognition},
  pages={18697--18709},
  year={2022}
}

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}
@inproceedings{rusu2016progressive,
  title     = {Progressive Neural Networks},
  author    = {Rusu, Andrei A and Rabinowitz, Neil C and Desjardins, Guillaume and Soyer, Hubert and Kirkpatrick, James and Kavukcuoglu, Koray and Pascanu, Razvan and Hadsell, Raia},
  booktitle = {NeurIPS},
  year      = {2016}
}
@inproceedings{zheng2022general,
  title={General facial representation learning in a visual-linguistic manner},
  author={Zheng, Yinglin and Yang, Hao and Zhang, Ting and Bao, Jianmin and Chen, Dongdong and Huang, Yangyu and Yuan, Lu and Chen, Dong and Zeng, Ming and Wen, Fang},
  booktitle={Proceedings of the IEEE/CVF conference on computer vision and pattern recognition},
  pages={18697--18709},
  year={2022}
}
@inproceedings{dapogny2019decafa,
  title={Decafa: Deep convolutional cascade for face alignment in the wild},
  author={Dapogny, Arnaud and Bailly, Kevin and Cord, Matthieu},
  booktitle={Proceedings of the IEEE/CVF international conference on computer vision},
  pages={6893--6901},
  year={2019}
}
@inproceedings{dang2025cascaded,
  title={Cascaded Dual Vision Transformer for Accurate Facial Landmark Detection},
  author={Dang, Ziqiang and Li, Jianfang and Liu, Lin},
  booktitle={2025 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)},
  pages={5884--5894},
  year={2025},
  organization={IEEE}
}
@inproceedings{wang2019adaptive,
  title={Adaptive wing loss for robust face alignment via heatmap regression},
  author={Wang, Xinyao and Bo, Liefeng and Fuxin, Li},
  booktitle={Proceedings of the IEEE/CVF international conference on computer vision},
  pages={6971--6981},
  year={2019}
}
@inproceedings{zhu2019robust,
  title={Robust facial landmark detection via occlusion-adaptive deep networks},
  author={Zhu, Meilu and Shi, Daming and Zheng, Mingjie and Sadiq, Muhammad},
  booktitle={Proceedings of the IEEE/CVF conference on computer vision and pattern recognition},
  pages={3486--3496},
  year={2019}
}
@inproceedings{kumar2020luvli,
  title={Luvli face alignment: Estimating landmarks' location, uncertainty, and visibility likelihood},
  author={Kumar, Abhinav and Marks, Tim K and Mou, Wenxuan and Wang, Ye and Jones, Michael and Cherian, Anoop and Koike-Akino, Toshiaki and Liu, Xiaoming and Feng, Chen},
  booktitle={Proceedings of the IEEE/CVF conference on computer vision and pattern recognition},
  pages={8236--8246},
  year={2020}
}
@inproceedings{zhu2021improving,
  title={Improving robustness of facial landmark detection by defending against adversarial attacks},
  author={Zhu, Congcong and Li, Xiaoqiang and Li, Jide and Dai, Songmin},
  booktitle={Proceedings of the IEEE/CVF international conference on computer vision},
  pages={11751--11760},
  year={2021}
}
@inproceedings{huang2021adnet,
  title={Adnet: Leveraging error-bias towards normal direction in face alignment},
  author={Huang, Yangyu and Yang, Hao and Li, Chong and Kim, Jongyoo and Wei, Fangyun},
  booktitle={Proceedings of the IEEE/CVF international conference on computer vision},
  pages={3080--3090},
  year={2021}
}
@article{jin2021pixel,
  title={Pixel-in-pixel net: Towards efficient facial landmark detection in the wild},
  author={Jin, Haibo and Liao, Shengcai and Shao, Ling},
  journal={International Journal of Computer Vision},
  volume={129},
  number={12},
  pages={3174--3194},
  year={2021},
  publisher={Springer}
}
@inproceedings{zhu2022occlusion,
  title={Occlusion-robust face alignment using a viewpoint-invariant hierarchical network architecture},
  author={Zhu, Congcong and Wan, Xintong and Xie, Shaorong and Li, Xiaoqiang and Gu, Yinzheng},
  booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
  pages={11112--11121},
  year={2022}
}
@inproceedings{xia2022sparse,
  title={Sparse local patch transformer for robust face alignment and landmarks inherent relation learning},
  author={Xia, Jiahao and Qu, Weiwei and Huang, Wenjian and Zhang, Jianguo and Wang, Xi and Xu, Min},
  booktitle={Proceedings of the IEEE/CVF conference on computer vision and pattern recognition},
  pages={4052--4061},
  year={2022}
}
@inproceedings{li2022towards,
  title={Towards accurate facial landmark detection via cascaded transformers},
  author={Li, Hui and Guo, Zidong and Rhee, Seon-Min and Han, Seungju and Han, Jae-Joon},
  booktitle={Proceedings of the IEEE/CVF conference on computer vision and pattern recognition},
  pages={4176--4185},
  year={2022}
}
@article{lan2022atf,
  title={ATF: An alternating training framework for weakly supervised face alignment},
  author={Lan, Xing and Hu, Qinghao and Cheng, Jian},
  journal={IEEE Transactions on Multimedia},
  volume={25},
  pages={1798--1809},
  year={2022},
  publisher={IEEE}
}
@article{gao2021facial,
  title={A facial landmark detection method based on deep knowledge transfer},
  author={Gao, Pengcheng and Lu, Ke and Xue, Jian and Lyu, Jiayi and Shao, Ling},
  journal={IEEE Transactions on Neural Networks and Learning Systems},
  volume={34},
  number={3},
  pages={1342--1353},
  year={2021},
  publisher={IEEE}
}
@article{wen2022picassonet,
  title={PicassoNet: Searching adaptive architecture for efficient facial landmark localization},
  author={Wen, Tiancheng and Ding, Zhonggan and Yao, Yongqiang and Wang, Yaxiong and Qian, Xueming},
  journal={IEEE Transactions on Neural Networks and Learning Systems},
  volume={34},
  number={12},
  pages={10516--10527},
  year={2022},
  publisher={IEEE}
}
@inproceedings{kato2023lite,
  title={Lite-HRNet Plus: Fast and accurate facial landmark detection},
  author={Kato, Sota and Hotta, Kazuhiro and Hatakeyama, Yuhki and Konishi, Yoshinori},
  booktitle={2023 IEEE International Conference on Image Processing (ICIP)},
  pages={1500--1504},
  year={2023},
  organization={IEEE}
}
@inproceedings{liang2024generalizable,
  title={Generalizable face landmarking guided by conditional face warping},
  author={Liang, Jiayi and Liu, Haotian and Xu, Hongteng and Luo, Dixin},
  booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
  pages={2425--2435},
  year={2024}
}
@inproceedings{zhou2023star,
  title={Star loss: Reducing semantic ambiguity in facial landmark detection},
  author={Zhou, Zhenglin and Li, Huaxia and Liu, Hong and Wang, Nanyang and Yu, Gang and Ji, Rongrong},
  booktitle={Proceedings of the IEEE/CVF conference on computer vision and pattern recognition},
  pages={15475--15484},
  year={2023}
}
@article{li2024cascaded,
  title={Cascaded iterative transformer for jointly predicting facial landmark, occlusion probability and head pose},
  author={Li, Yaokun and Tan, Guang and Gou, Chao},
  journal={International Journal of Computer Vision},
  volume={132},
  number={4},
  pages={1242--1257},
  year={2024},
  publisher={Springer}
}
@article{wan2021robust,
  title={Robust facial landmark detection by multiorder multiconstraint deep networks},
  author={Wan, Jun and Lai, Zhihui and Li, Jing and Zhou, Jie and Gao, Can},
  journal={IEEE Transactions on Neural Networks and Learning Systems},
  volume={33},
  number={5},
  pages={2181--2194},
  year={2021},
  publisher={IEEE}
}
@article{xia2023robust,
  title={Robust face alignment via inherent relation learning and uncertainty estimation},
  author={Xia, Jiahao and Xu, Min and Zhang, Haimin and Zhang, Jianguo and Huang, Wenjian and Cao, Hu and Wen, Shiping},
  journal={IEEE Transactions on Pattern Analysis and Machine Intelligence},
  volume={45},
  number={8},
  pages={10358--10375},
  year={2023},
  publisher={IEEE}
}
@inproceedings{sun2019deep,
  title={Deep high-resolution representation learning for human pose estimation},
  author={Sun, Ke and Xiao, Bin and Liu, Dong and Wang, Jingdong},
  booktitle={Proceedings of the IEEE/CVF conference on computer vision and pattern recognition},
  pages={5693--5703},
  year={2019}
}
@inproceedings{feng2018wing,
  title={Wing loss for robust facial landmark localisation with convolutional neural networks},
  author={Feng, Zhen-Hua and Kittler, Josef and Awais, Muhammad and Huber, Patrik and Wu, Xiao-Jun},
  booktitle={Proceedings of the IEEE conference on computer vision and pattern recognition},
  pages={2235--2245},
  year={2018}
}

@article{Wang2019CARAFECR,
  title={CARAFE: Content-Aware ReAssembly of FEatures},
  author={Jiaqi Wang and Kai Chen and Rui Xu and Ziwei Liu and Chen Change Loy and Dahua Lin},
  journal={2019 IEEE/CVF International Conference on Computer Vision (ICCV)},
  year={2019},
  pages={3007-3016},
}


@article{hu2025clusir,
  title={ClusIR: Towards Cluster-Guided All-in-One Image Restoration},
  author={Hu, Shengkai and Ma, Jiaqi and Wan, Jun and Min, Wenwen and Jing, Yongcheng and Zhang, Lefei and Tao, Dacheng},
  journal={arXiv preprint arXiv:2512.10948},
  year={2025}
}
@article{ma2025evoir,
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