Curated Data for Efficient Learning


Few-Shot Vision-Language Reasoning for Satellite Imagery via Verifiable Rewards
Aybora Köksal,
A. Aydın Alatan
[pdf]
[bibtex]
@InProceedings{Koksal_2025_ICCV, author = {K\"oksal, Aybora and Alatan, A. Ayd{\i}n}, title = {Few-Shot Vision-Language Reasoning for Satellite Imagery via Verifiable Rewards}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {6901-6910} }

VolDoGer: LLM-assisted Datasets for Domain Generalization in Vision-Language Tasks
Juhwan Choi,
Junehyoung Kwon,
Jungmin Yun,
Seunguk Yu,
Youngbin Kim
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Choi_2025_ICCV, author = {Choi, Juhwan and Kwon, Junehyoung and Yun, Jungmin and Yu, Seunguk and Kim, Youngbin}, title = {VolDoGer: LLM-assisted Datasets for Domain Generalization in Vision-Language Tasks}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {6833-6843} }

OmViD: Omni-supervised active learning for video action detection
Aayush Rana,
Akash Kumar,
Vibhav Vineet,
Yogesh S Rawat
[pdf] [arXiv]
[bibtex]
@InProceedings{Rana_2025_ICCV, author = {Rana, Aayush and Kumar, Akash and Vineet, Vibhav and Rawat, Yogesh S}, title = {OmViD: Omni-supervised active learning for video action detection}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {6911-6921} }

DISC-GAN: Disentangling Style and Content for Cluster-Specific Synthetic Underwater Image Generation
Sneha Varur,
Anirudh R Hanchinamani,
Tarun S Bagewadi,
Uma Mudenagudi,
Chaitra D Desai,
Sujatha C,
Padmashree Desai,
Sumit Meharwade
[pdf] [arXiv]
[bibtex]
@InProceedings{Varur_2025_ICCV, author = {Varur, Sneha and Hanchinamani, Anirudh R and Bagewadi, Tarun S and Mudenagudi, Uma and Desai, Chaitra D and C, Sujatha and Desai, Padmashree and Meharwade, Sumit}, title = {DISC-GAN: Disentangling Style and Content for Cluster-Specific Synthetic Underwater Image Generation}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {6844-6852} }

Efficient Learning for Product Attributes with Compact Multimodal Models
Mandar Kulkarni
[pdf] [arXiv]
[bibtex]
@InProceedings{Kulkarni_2025_ICCV, author = {Kulkarni, Mandar}, title = {Efficient Learning for Product Attributes with Compact Multimodal Models}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {6853-6859} }

How to Train your Text-to-Image Model: Evaluating Design Choices for Synthetic Training Captions
Manuel Brack,
Sudeep Katakol,
Felix Friedrich,
Patrick Schramowski,
Hareesh Ravi,
Kristian Kersting,
Ajinkya Kale
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Brack_2025_ICCV, author = {Brack, Manuel and Katakol, Sudeep and Friedrich, Felix and Schramowski, Patrick and Ravi, Hareesh and Kersting, Kristian and Kale, Ajinkya}, title = {How to Train your Text-to-Image Model: Evaluating Design Choices for Synthetic Training Captions}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {6823-6832} }

Task-Specific Generative Dataset Distillation with Difficulty-Guided Sampling
Mingzhuo Li,
Guang Li,
Jiafeng Mao,
Linfeng Ye,
Takahiro Ogawa,
Miki Haseyama
[pdf] [arXiv]
[bibtex]
@InProceedings{Li_2025_ICCV, author = {Li, Mingzhuo and Li, Guang and Mao, Jiafeng and Ye, Linfeng and Ogawa, Takahiro and Haseyama, Miki}, title = {Task-Specific Generative Dataset Distillation with Difficulty-Guided Sampling}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {6794-6801} }

Synthetic Captions for Open-Vocabulary Zero-Shot Segmentation
Tim Lebailly,
Vijay Veerabadran,
Satwik Kottur,
Karl Ridgeway,
Michael Louis Iuzzolino
[pdf] [arXiv]
[bibtex]
@InProceedings{Lebailly_2025_ICCV, author = {Lebailly, Tim and Veerabadran, Vijay and Kottur, Satwik and Ridgeway, Karl and Iuzzolino, Michael Louis}, title = {Synthetic Captions for Open-Vocabulary Zero-Shot Segmentation}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {6889-6900} }

Class-Proportional Coreset Selection for Difficulty-Separable Data
Elisa Tsai,
Haizhong Zheng,
Atul Prakash
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Tsai_2025_ICCV, author = {Tsai, Elisa and Zheng, Haizhong and Prakash, Atul}, title = {Class-Proportional Coreset Selection for Difficulty-Separable Data}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {6869-6878} }

SYM3D: Canonicalizing Triplanes via Symmetry for Single-View 3D Learning
Jing Yang,
Kyle Fogarty,
Fangcheng Zhong,
Cengiz Oztireli
[pdf]
[bibtex]
@InProceedings{Yang_2025_ICCV, author = {Yang, Jing and Fogarty, Kyle and Zhong, Fangcheng and Oztireli, Cengiz}, title = {SYM3D: Canonicalizing Triplanes via Symmetry for Single-View 3D Learning}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {6860-6868} }

LG-Traj: LLM Guided Pedestrian Trajectory Prediction
Pranav Singh Chib,
Pravendra Singh
[pdf] [supp]
[bibtex]
@InProceedings{Chib_2025_ICCV, author = {Chib, Pranav Singh and Singh, Pravendra}, title = {LG-Traj: LLM Guided Pedestrian Trajectory Prediction}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {6802-6812} }

Objaverse++: Curated 3D Object Dataset with Quality Annotations
Chendi Lin,
Heshan Liu,
Qunshu Lin,
Zachary Bright,
Shitao Tang,
Yihui He,
Minghao Liu,
Ling Zhu,
Cindy Le
[pdf] [supp]
[bibtex]
@InProceedings{Lin_2025_ICCV, author = {Lin, Chendi and Liu, Heshan and Lin, Qunshu and Bright, Zachary and Tang, Shitao and He, Yihui and Liu, Minghao and Zhu, Ling and Le, Cindy}, title = {Objaverse++: Curated 3D Object Dataset with Quality Annotations}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {6813-6822} }

Federated Active Learning for Target Domain Generalisation
Razvan Caramalau,
Binod Bhattarai,
Danail Stoyanov
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Caramalau_2025_ICCV, author = {Caramalau, Razvan and Bhattarai, Binod and Stoyanov, Danail}, title = {Federated Active Learning for Target Domain Generalisation}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {6879-6888} }