← Search

Preeti Mukherjee

2 accepted papers

2025

Learning to Inference Adaptively for Multimodal Large Language Models

ICCV 2025poster

Multimodal Large Language Models (MLLMs) have shown impressive capabilities in visual reasoning, yet come with substantial computational cost, limiting their deployment in resource-constrained settings. Despite recent effort on improving the efficiency of MLLMs, prior solutions fall short in respond…

Cited by 0SourcePDFScholar
2022

SmartAdapt: Multi-Branch Object Detection Framework for Videos on Mobiles

CVPR 2022poster

Several recent works seek to create lightweight deep networks for video object detection on mobiles. We observe that many existing detectors, previously deemed computationally costly for mobiles, intrinsically support adaptive inference, and offer a multi-branch object detection framework (MBODF). H…

Cited by 15PDFScholar