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cs.CV2026
Ambient @ EgoLongQA 2026: Distilling Long-Video perception into a Sub-2B Model
Logesh Kumar Umapathi
We describe our entry to the EgoLongQA track of the Wearable-AI Challenge in ECCV 2026, which placed first in the <=2B parameter division with 0.8279 on the held-out test set. Our…
cs.CV2026
Ambient @ EgoProactive 2026 : Proactive Egocentric Assistance with Visually Grounded Supervision
Logesh Kumar Umapathi
We present our submission to the EgoProactive track of the ECCV 2026 Wearable AI Challenge, which ranked first in the large-model division and second in the <=2B division. The task…