most citedSensible Agent: A Framework for Unobtrusive Interaction with Proactive AR Agents

13 citations · 18 across the 9 of their papers we have counts for

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cs.CV2025

MapTrace: Scalable Data Generation for Route Tracing on Maps

Artemis Panagopoulou, Aveek Purohit, Achin Kulshrestha +2

While Multimodal Large Language Models have achieved human-like performance on many visual and textual reasoning tasks, their proficiency in fine-grained spatial understanding, suc…

cs.CV2025

EgoSocial: Benchmarking Proactive Intervention Ability of Omnimodal LLMs via Egocentric Social Interaction Perception

Xijun Wang, Tanay Sharma, Achin Kulshrestha +3

As AR/VR technologies become integral to daily life, there's a growing need for AI that understands human social dynamics from an egocentric perspective. However, current LLMs ofte…

cs.CV2025

EgoTrigger: Toward Audio-Driven Image Capture for Human Memory Enhancement in All-Day Energy-Efficient Smart Glasses

Akshay Paruchuri, Sinan Hersek, Lavisha Aggarwal +6

All-day smart glasses are likely to emerge as platforms capable of continuous contextual sensing, uniquely positioning them for unprecedented assistance in our daily lives. Integra…

cs.CV2025★ 1 cited

Omnia de EgoTempo: Benchmarking Temporal Understanding of Multi-Modal LLMs in Egocentric Videos

Chiara Plizzari, Alessio Tonioni, Yongqin Xian +2

Understanding fine-grained temporal dynamics is crucial in egocentric videos, where continuous streams capture frequent, close-up interactions with objects. In this work, we bring…

cs.CV2024★ 2 cited

BRAVE: Broadening the visual encoding of vision-language models

Oğuzhan Fatih Kar, Alessio Tonioni, Petra Poklukar +3

Vision-language models (VLMs) are typically composed of a vision encoder, e.g. CLIP, and a language model (LM) that interprets the encoded features to solve downstream tasks. Despi…