Junwei Huang — accepted AI-conference papers

2024

ChatTracker: Enhancing Visual Tracking Performance via Chatting with Multimodal Large Language Model

Yiming Sun, Fan Yu, Shaoxiang Chen, Yu Zhang, Junwei Huang, Yang Li +2

NeurIPS 2024poster

Visual object tracking aims to locate a targeted object in a video sequence based on an initial bounding box. Recently, Vision-Language~(VL) trackers have proposed to utilize additional natural language descriptions to enhance versatility in various applications. However, VL trackers are still infer…

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2023

FindAdaptNet: Find and Insert Adapters by Learned Layer Importance

Junwei Huang, Karthik Ganesan, Soumi Maiti, Young Min Kim, Xuankai Chang, Paul Liang +1

ICASSP 2023accepted

Adapters are lightweight bottleneck modules introduced to assist pre-trained self-supervised learning (SSL) models to be customized to new tasks. However, searching the appropriate layers to insert adapters on large models has become difficult due to the large number of possible layers and thus a va…

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