4 citations · 4 across the 8 of their papers we have counts for
4 papers · 1 filter
LVSum: A Benchmark for Timestamp-Aware Long Video Summarization
Alkesh Patel, Melis Ozyildirim, Ying-Chang Cheng +1
Long video summarization presents significant challenges for multimodal large language models (MLLMs), particularly in maintaining temporal fidelity over extended durations and pro…
Advancing Egocentric Video Question Answering with Multimodal Large Language Models
Alkesh Patel, Vibhav Chitalia, Yinfei Yang
Egocentric Video Question Answering (QA) requires models to handle long-horizon temporal reasoning, first-person perspectives, and specialized challenges like frequent camera movem…
MMIU: Dataset for Visual Intent Understanding in Multimodal Assistants
Alkesh Patel, Joel Ruben Antony Moniz, Roman Nguyen +3
In multimodal assistant, where vision is also one of the input modalities, the identification of user intent becomes a challenging task as visual input can influence the outcome. C…
Generating Natural Questions from Images for Multimodal Assistants
Alkesh Patel, Akanksha Bindal, Hadas Kotek +2
Generating natural, diverse, and meaningful questions from images is an essential task for multimodal assistants as it confirms whether they have understood the object and scene in…