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cs.CV2026
Beyond Bag-of-Patches: Learning Global Layout via Textual Supervision for Late-Interaction Visual Document Retrieval
Pascal Tilli, Mohsen Mesgar
Visual Document Retrieval (VDR) models mostly rely on late interaction architectures, in which documents are represented by a set of local patch embeddings and then matched against…
cs.CV2024
Explaining Caption-Image Interactions in CLIP Models with Second-Order Attributions
Lucas Möller, Pascal Tilli, Ngoc Thang Vu +1
Dual encoder architectures like Clip models map two types of inputs into a shared embedding space and predict similarities between them. Despite their wide application, it is, howe…
cs.CV2021
Beyond Accuracy: A Consolidated Tool for Visual Question Answering Benchmarking
Dirk Väth, Pascal Tilli, Ngoc Thang Vu
On the way towards general Visual Question Answering (VQA) systems that are able to answer arbitrary questions, the need arises for evaluation beyond single-metric leaderboards for…