Search Results for author: Wenjun Huang

Found 7 papers, 1 papers with code

TaskCLIP: Extend Large Vision-Language Model for Task Oriented Object Detection

no code implementations12 Mar 2024 Hanning Chen, Wenjun Huang, Yang Ni, Sanggeon Yun, Fei Wen, Hugo Latapie, Mohsen Imani

Nevertheless, the naive application of VLMs leads to sub-optimal quality, due to the misalignment between embeddings of object images and their visual attributes, which are mainly adjective phrases.

Language Modelling Object +3

HEAL: Brain-inspired Hyperdimensional Efficient Active Learning

no code implementations17 Feb 2024 Yang Ni, Zhuowen Zou, Wenjun Huang, Hanning Chen, William Youngwoo Chung, Samuel Cho, Ranganath Krishnan, Pietro Mercati, Mohsen Imani

Drawing inspiration from the outstanding learning capability of our human brains, Hyperdimensional Computing (HDC) emerges as a novel computing paradigm, and it leverages high-dimensional vector presentation and operations for brain-like lightweight Machine Learning (ML).

Active Learning

A Plug-in Tiny AI Module for Intelligent and Selective Sensor Data Transmission

no code implementations3 Feb 2024 Wenjun Huang, Arghavan Rezvani, Hanning Chen, Yang Ni, Sanggeon Yun, Sungheon Jeong, Mohsen Imani

To enhance the framework's performance, the training process is customized and a "lazy" sensor deactivation strategy utilizing temporal information is introduced.

HyperSense: Accelerating Hyper-Dimensional Computing for Intelligent Sensor Data Processing

no code implementations4 Jan 2024 Sanggeon Yun, Hanning Chen, Ryozo Masukawa, Hamza Errahmouni Barkam, Andrew Ding, Wenjun Huang, Arghavan Rezvani, Shaahin Angizi, Mohsen Imani

Introducing HyperSense, our co-designed hardware and software system efficiently controls Analog-to-Digital Converter (ADC) modules' data generation rate based on object presence predictions in sensor data.

object-detection Object Detection

Practical Probabilistic Model-based Deep Reinforcement Learning by Integrating Dropout Uncertainty and Trajectory Sampling

1 code implementation20 Sep 2023 Wenjun Huang, Yunduan Cui, Huiyun Li, Xinyu Wu

Its loss function is designed to correct the fitting error of neural networks for more accurate prediction of probabilistic models.

Model-based Reinforcement Learning

Sea Ice Extraction via Remote Sensed Imagery: Algorithms, Datasets, Applications and Challenges

no code implementations1 Jun 2023 Anzhu Yu, Wenjun Huang, Qing Xu, Qun Sun, Wenyue Guo, Song Ji, Bowei Wen, Chunping Qiu

The deep learning, which is a dominating technique in artificial intelligence, has completely changed the image understanding over the past decade.

Image Segmentation Semantic Segmentation

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