2nd Workshop on Computer Vision for Children


Developmental Geometry in Facial Embeddings: A Boundary-Layer Transition
Priyaranjan Pattnayak
[pdf] [supp]
[bibtex]
@InProceedings{Pattnayak_2026_CVPR, author = {Pattnayak, Priyaranjan}, title = {Developmental Geometry in Facial Embeddings: A Boundary-Layer Transition}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {5587-5595} }

Age-Inclusive 3D Human Mesh Recovery for Action-Preserving Data Anonymization
Georgios Chatzichristodoulou,
Niki Efthymiou,
Panagiotis Filntisis,
Georgios Pavlakos,
Petros Maragos
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Chatzichristodoulou_2026_CVPR, author = {Chatzichristodoulou, Georgios and Efthymiou, Niki and Filntisis, Panagiotis and Pavlakos, Georgios and Maragos, Petros}, title = {Age-Inclusive 3D Human Mesh Recovery for Action-Preserving Data Anonymization}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {5553-5563} }

The 1st AI Children Challenge
Boyi Li,
Yifan Shen,
Houze Yang,
Xu Cao,
Guojun Yun,
Li Gao,
Turong Chen,
Long Xu,
Jianguo Cao,
Meihuan Huang
[pdf]
[bibtex]
@InProceedings{Li_2026_CVPR, author = {Li, Boyi and Shen, Yifan and Yang, Houze and Cao, Xu and Yun, Guojun and Gao, Li and Chen, Turong and Xu, Long and Cao, Jianguo and Huang, Meihuan}, title = {The 1st AI Children Challenge}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {5564-5570} }

Annotation-Free Anatomy-Aware Joint Segmentation in Pediatric Hand Radiographs for Explainable Bone Age Estimation
Mohsen Rezaei,
Trevor Bohl,
Minasadat Attari,
Dana Duren,
Filiz Bunyak
[pdf]
[bibtex]
@InProceedings{Rezaei_2026_CVPR, author = {Rezaei, Mohsen and Bohl, Trevor and Attari, Minasadat and Duren, Dana and Bunyak, Filiz}, title = {Annotation-Free Anatomy-Aware Joint Segmentation in Pediatric Hand Radiographs for Explainable Bone Age Estimation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {5596-5604} }

Position: Multimodal LLMs Should Learn from Children
Yifan Shen,
Chuanmiao Dong,
Zhuoqing Zhong,
Pei Tian,
Tianjiao Yu,
Jiateng Liu,
Bowen Fang,
Xinzhuo Li,
Yuanzhe Liu,
Zhengyuan Li,
Chen Fang,
Xu Cao
[pdf]
[bibtex]
@InProceedings{Shen_2026_CVPR, author = {Shen, Yifan and Dong, Chuanmiao and Zhong, Zhuoqing and Tian, Pei and Yu, Tianjiao and Liu, Jiateng and Fang, Bowen and Li, Xinzhuo and Liu, Yuanzhe and Li, Zhengyuan and Fang, Chen and Cao, Xu}, title = {Position: Multimodal LLMs Should Learn from Children}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {5619-5630} }

An End-to-End System for 3D Reconstruction of Intraoral Cleft Anatomy in Children from Smartphone Video
Lasse Lingens,
Daniel Barath,
Yoriko Lill,
Prasad Nalabothu,
Benito K. Benitez,
Andreas Albert Mueller,
Markus Gross,
Barbara Solenthaler
[pdf] [supp]
[bibtex]
@InProceedings{Lingens_2026_CVPR, author = {Lingens, Lasse and Barath, Daniel and Lill, Yoriko and Nalabothu, Prasad and Benitez, Benito K. and Mueller, Andreas Albert and Gross, Markus and Solenthaler, Barbara}, title = {An End-to-End System for 3D Reconstruction of Intraoral Cleft Anatomy in Children from Smartphone Video}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {5571-5578} }

Unlocking Multi-Site Clinical Data: A Federated Learning Approach to Privacy-First Child Autism Behavior Analysis
Guangyu Sun,
Wenhan Wu,
Zhishuai Guo,
Ziteng Wang,
Pegah Khosravi,
Chen Chen
[pdf]
[bibtex]
@InProceedings{Sun_2026_CVPR, author = {Sun, Guangyu and Wu, Wenhan and Guo, Zhishuai and Wang, Ziteng and Khosravi, Pegah and Chen, Chen}, title = {Unlocking Multi-Site Clinical Data: A Federated Learning Approach to Privacy-First Child Autism Behavior Analysis}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {5631-5640} }

Does Visual Grounding Produce More Reliable Aphasia Therapy Items Than Caption-Only Generation?
Mihir Mulye,
Stefan Conrad,
Stefan Knecht
[pdf]
[bibtex]
@InProceedings{Mulye_2026_CVPR, author = {Mulye, Mihir and Conrad, Stefan and Knecht, Stefan}, title = {Does Visual Grounding Produce More Reliable Aphasia Therapy Items Than Caption-Only Generation?}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {5579-5586} }

CSA-Graphs: A Privacy-Preserving Structural Dataset for Child Sexual Abuse Research
Carlos Caetano,
Camila Laranjeira,
Clara Ernesto,
Artur Barros,
João Macedo,
Leo S. F. Ribeiro,
Jefersson A. dos Santos,
Sandra Avila
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Caetano_2026_CVPR, author = {Caetano, Carlos and Laranjeira, Camila and Ernesto, Clara and Barros, Artur and Macedo, Jo\~ao and Ribeiro, Leo S. F. and dos Santos, Jefersson A. and Avila, Sandra}, title = {CSA-Graphs: A Privacy-Preserving Structural Dataset for Child Sexual Abuse Research}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {5542-5552} }

A Survey on Embodied AI for Pediatrics
Yifan Shen,
Qinghao Zhang,
Yuner Zhang,
Jiaming Zhou,
Houze Yang,
Yuhan Wang,
Jingyuan Zhu,
Onkar Kishor Susladkar,
Yu Tian,
Meihuan Huang,
Jintai Chen,
Xu Cao
[pdf]
[bibtex]
@InProceedings{Shen_2026_CVPR, author = {Shen, Yifan and Zhang, Qinghao and Zhang, Yuner and Zhou, Jiaming and Yang, Houze and Wang, Yuhan and Zhu, Jingyuan and Susladkar, Onkar Kishor and Tian, Yu and Huang, Meihuan and Chen, Jintai and Cao, Xu}, title = {A Survey on Embodied AI for Pediatrics}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {5605-5618} }