Rethinking VLMs and LLMs for Image Classification

no code implementations • 3 Oct 2024 • Avi Cooper, Keizo Kato, Chia-Hsien Shih, Hiroaki Yamane, Kasper Vinken, Kentaro Takemoto, Taro Sunagawa, Hao-Wei Yeh, Jin Yamanaka, Ian Mason, Xavier Boix

Visual Language Models (VLMs) are now increasingly being merged with Large Language Models (LLMs) to enable new capabilities, particularly in terms of improved interactivity and open-ended responsiveness.

Classification image-classification +2

Soli-enabled Noncontact Heart Rate Detection for Sleep and Meditation Tracking

no code implementations • 8 Jul 2024 • Luzhou Xu, Jaime Lien, Haiguang Li, Nicholas Gillian, Rajeev Nongpiur, Jihan Li, Qian Zhang, Jian Cui, David Jorgensen, Adam Bernstein, Lauren Bedal, Eiji Hayashi, Jin Yamanaka, Alex Lee, Jian Wang, D Shin, Ivan Poupyrev, Trausti Thormundsson, Anupam Pathak, Shwetak Patel

This study represents the first application of the noncontact HR detection technology to sleep and meditation tracking, offering a promising alternative to wearable devices for HR monitoring during sleep and meditation.

Fast and Accurate Image Super Resolution by Deep CNN with Skip Connection and Network in Network

4 code implementations • 18 Jul 2017 • Jin Yamanaka, Shigesumi Kuwashima, Takio Kurita

A combination of Deep CNNs and Skip connection layers is used as a feature extractor for image features on both local and global area.

Image Reconstruction Image Super-Resolution