ICCV 2025 Open Access Repository

Computer Vision in Advertising and Marketing

Toward Scalable Video Narration: A Training-free Approach Using Multimodal Large Language Models: Tz-Ying Wu,

Tahani Trigui,

Sharath Nittur Sridhar,

Anand Bodas,

Subarna Tripathi; [pdf] [arXiv]
[bibtex]
@InProceedings{Wu_2025_ICCV, author = {Wu, Tz-Ying and Trigui, Tahani and Sridhar, Sharath Nittur and Bodas, Anand and Tripathi, Subarna}, title = {Toward Scalable Video Narration: A Training-free Approach Using Multimodal Large Language Models}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {6079-6087} }
Seeing the Signs: A Survey of Edge-Deployable OCR Models for Billboard Visibility Analysis: Maciej Szankin,

Vidhyananth Ramasamy Venkatasamy,

Lihang Ying; [pdf] [arXiv]
[bibtex]
@InProceedings{Szankin_2025_ICCV, author = {Szankin, Maciej and Venkatasamy, Vidhyananth Ramasamy and Ying, Lihang}, title = {Seeing the Signs: A Survey of Edge-Deployable OCR Models for Billboard Visibility Analysis}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {5992-6000} }
Training-Free Diffusion Framework for Stylized Image Generation with Identity Preservation: Mohammad Ali Rezaei,

Helia Hajikazem,

Saeed Khanehgir,

Mahdi Javanmardi; [pdf] [arXiv]
[bibtex]
@InProceedings{Rezaei_2025_ICCV, author = {Rezaei, Mohammad Ali and Hajikazem, Helia and Khanehgir, Saeed and Javanmardi, Mahdi}, title = {Training-Free Diffusion Framework for Stylized Image Generation with Identity Preservation}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {6020-6029} }
AI vs. Human Moderators: A Comparative Evaluation of Multimodal LLMs in Content Moderation for Brand Safety: Adi Levi,

Or Levi,

Sardhendu Mishra,

Jonathan Morra; [pdf] [arXiv]
[bibtex]
@InProceedings{Levi_2025_ICCV, author = {Levi, Adi and Levi, Or and Mishra, Sardhendu and Morra, Jonathan}, title = {AI vs. Human Moderators: A Comparative Evaluation of Multimodal LLMs in Content Moderation for Brand Safety}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {5965-5973} }
MGT: Extending Virtual Try-Off to Multi-Garment Scenarios: Riza Velioglu,

Petra Bevandic,

Robin Chan,

Barbara Hammer; [pdf] [arXiv]
[bibtex]
@InProceedings{Velioglu_2025_ICCV, author = {Velioglu, Riza and Bevandic, Petra and Chan, Robin and Hammer, Barbara}, title = {MGT: Extending Virtual Try-Off to Multi-Garment Scenarios}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {6039-6048} }
From Pixels to Context: Adapting Generative Models for Advertising at Scale: Hyunhee Chung,

Taeyoung Na; [pdf]
[bibtex]
@InProceedings{Chung_2025_ICCV, author = {Chung, Hyunhee and Na, Taeyoung}, title = {From Pixels to Context: Adapting Generative Models for Advertising at Scale}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {6071-6078} }
A Survey of Human Synergy in Influencer Marketing Through Authenticity-Preserving Content Generation Approaches: Nafi Diallo,

Pegah Ojaghi; [pdf]
[bibtex]
@InProceedings{Diallo_2025_ICCV, author = {Diallo, Nafi and Ojaghi, Pegah}, title = {A Survey of Human Synergy in Influencer Marketing Through Authenticity-Preserving Content Generation Approaches}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {5974-5981} }
Privacy-Preserving Audience Analytics: Lightweight Thermal Face Recognition for Real-Time Marketing Intelligence at the Edge: Maciej Szankin,

Jacek Ruminski; [pdf]
[bibtex]
@InProceedings{Szankin_2025_ICCV, author = {Szankin, Maciej and Ruminski, Jacek}, title = {Privacy-Preserving Audience Analytics: Lightweight Thermal Face Recognition for Real-Time Marketing Intelligence at the Edge}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {6001-6009} }
CLASP: Adaptive Spectral Clustering for Unsupervised Per-Image Segmentation: Max Curie,

Paulo da Costa; [pdf] [arXiv]
[bibtex]
@InProceedings{Curie_2025_ICCV, author = {Curie, Max and da Costa, Paulo}, title = {CLASP: Adaptive Spectral Clustering for Unsupervised Per-Image Segmentation}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {5982-5991} }
Cross-lingual Visual Text Stylization and Synthesis Incorporating Text Rendering and Diffusion Model: Minmin Shen,

Caren Chen; [pdf]
[bibtex]
@InProceedings{Shen_2025_ICCV, author = {Shen, Minmin and Chen, Caren}, title = {Cross-lingual Visual Text Stylization and Synthesis Incorporating Text Rendering and Diffusion Model}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {6049-6057} }
Reasoning-Enhanced Prompt Strategies for Multi-Label Classification: Jinze Yu,

Guanghui Wang; [pdf]
[bibtex]
@InProceedings{Yu_2025_ICCV, author = {Yu, Jinze and Wang, Guanghui}, title = {Reasoning-Enhanced Prompt Strategies for Multi-Label Classification}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {6065-6070} }
Align Before You Recommend: Parameter Efficient Personalization via Cross-Attentive Fusion of Hierarchical Language Models: Alicja Kwasniewska,

Marcin Bednarz,

Chad Neal; [pdf]
[bibtex]
@InProceedings{Kwasniewska_2025_ICCV, author = {Kwasniewska, Alicja and Bednarz, Marcin and Neal, Chad}, title = {Align Before You Recommend: Parameter Efficient Personalization via Cross-Attentive Fusion of Hierarchical Language Models}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {6010-6019} }
A Multi-Stage Pipeline for Accurate Handwritten Information Extraction from Financial Forms: Guanghui Wang,

Jinze Yu,

Xing Zhang,

Tomal Deb,

Xuefeng Liu,

Peiyang He; [pdf]
[bibtex]
@InProceedings{Wang_2025_ICCV, author = {Wang, Guanghui and Yu, Jinze and Zhang, Xing and Deb, Tomal and Liu, Xuefeng and He, Peiyang}, title = {A Multi-Stage Pipeline for Accurate Handwritten Information Extraction from Financial Forms}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {6030-6038} }
ByDeWay: Boost Your multimodal LLM with DEpth prompting in a Training-Free Way: Rajarshi Roy,

Devleena Das,

Ankesh Banerjee,

Arjya Bhattacharjee,

Kousik Dasgupta,

Subarna Tripathi; [pdf] [arXiv]
[bibtex]
@InProceedings{Roy_2025_ICCV, author = {Roy, Rajarshi and Das, Devleena and Banerjee, Ankesh and Bhattacharjee, Arjya and Dasgupta, Kousik and Tripathi, Subarna}, title = {ByDeWay: Boost Your multimodal LLM with DEpth prompting in a Training-Free Way}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {6058-6064} }