Author

João Magalhães

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Preprint Oct 2026

DEPICT: Scoring Text-to-Image Alignment by Answer Agreement

Image-text alignment is a core problem in computer vision with applications in caption evaluation, hallucination detection, data curation, and the benchmarking of text-to-image (T2I) generators. As T2I models improve, benchmarking has become demanding, requiring metrics capable of finding a series of issues like missin...

Vasco Ramos, Sandra Godinho Silva, João Magalhães et al. · 0 citations

Preprint Aug 2026

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences

This work identifies a critical structural gap in current multimodal evaluation paradigms, arguing that the reliance on Large Vision-Language Models (LVLMs) as judges is fundamentally limited by architectural biases, and challenges the multimedia community to move beyond snapshot-centric metrics and instead pioneer Tem...

Martina Ianaro, G. Fernandes, Maurizio Gabbrielli et al. · 0 citations