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Beyond Accuracy: Benchmarking Cross-Task Consistency in Unified Multimodal Models
Weixing Wang, Liudvikas Zekas, Anton Hackl +5
Unified Multimodal Models (uMMs) aim to support both visual understanding and visual generation within a shared representation. However, existing evaluation protocols assess these…
Vector Grimoire: Codebook-based Shape Generation under Raster Image Supervision
Moritz Feuerpfeil, Marco Cipriano, Gerard de Melo
Scalable Vector Graphics (SVG) is a popular format on the web and in the design industry. However, despite the great strides made in generative modeling, SVG has remained underexpl…
ELSA: Evaluating Localization of Social Activities in Urban Streets using Open-Vocabulary Detection
Maryam Hosseini, Marco Cipriano, Sedigheh Eslami +4
Existing Open Vocabulary Detection (OVD) models exhibit a number of challenges. They often struggle with semantic consistency across diverse inputs, and are often sensitive to slig…