activity
20112025
most citedSummarization of Multimodal Presentations with Vision-Language Models: Study of the Effect of Modalities and Structure

1 citations · 2 across the 6 of their papers we have counts for

collaborators

6 papers

cs.CV2025

Fairness Without Labels: Pseudo-Balancing for Bias Mitigation in Face Gender Classification

Haohua Dong, Ana Manzano Rodríguez, Camille Guinaudeau +1

Face gender classification models often reflect and amplify demographic biases present in their training data, leading to uneven performance across gender and racial subgroups. We…

cs.CV2025★ 1 cited

Summarization of Multimodal Presentations with Vision-Language Models: Study of the Effect of Modalities and Structure

Théo Gigant, Camille Guinaudeau, Frédéric Dufaux

Vision-Language Models (VLMs) can process visual and textual information in multiple formats: texts, images, interleaved texts and images, or even hour-long videos. In this work, w…

cs.CL2024

Mitigating the Impact of Reference Quality on Evaluation of Summarization Systems with Reference-Free Metrics

Théo Gigant, Camille Guinaudeau, Marc Decombas +1

Automatic metrics are used as proxies to evaluate abstractive summarization systems when human annotations are too expensive. To be useful, these metrics should be fine-grained, sh…

cs.CL2024

Cross-modal Retrieval for Knowledge-based Visual Question Answering

Paul Lerner, Olivier Ferret, Camille Guinaudeau

Knowledge-based Visual Question Answering about Named Entities is a challenging task that requires retrieving information from a multimodal Knowledge Base. Named entities have dive…

cs.CL2023

Multimodal Inverse Cloze Task for Knowledge-based Visual Question Answering

Paul Lerner, Olivier Ferret, Camille Guinaudeau

We present a new pre-training method, Multimodal Inverse Cloze Task, for Knowledge-based Visual Question Answering about named Entities (KVQAE). KVQAE is a recently introduced task…

cs.MM2011★ 1 cited

A Scalable Video Search Engine Based on Audio Content Indexing and Topic Segmentation

Julien Lawto, Jean-Luc Gauvain, Lori Lamel +5

One important class of online videos is that of news broadcasts. Most news organisations provide near-immediate access to topical news broadcasts over the Internet, through RSS str…