activity
20232025
most citedLightweight Deep Learning for Resource-Constrained Environments: A Survey

5 citations · 6 across the 2 of their papers we have counts for

collaborators

6 papers

cs.CL2025

Breaking the Reviewer: Assessing the Vulnerability of Large Language Models in Automated Peer Review Under Textual Adversarial Attacks

Tzu-Ling Lin, Wei-Chih Chen, Teng-Fang Hsiao +7

Peer review is essential for maintaining academic quality, but the increasing volume of submissions places a significant burden on reviewers. Large language models (LLMs) offer pot…

cs.CV2024

A DeNoising FPN With Transformer R-CNN for Tiny Object Detection

Hou-I Liu, Yu-Wen Tseng, Kai-Cheng Chang +3

Despite notable advancements in the field of computer vision, the precise detection of tiny objects continues to pose a significant challenge, largely owing to the minuscule pixel…

cs.CV20245 cited

Lightweight Deep Learning for Resource-Constrained Environments: A Survey

Hou-I Liu, Marco Galindo, Hongxia Xie +4

Over the past decade, the dominance of deep learning has prevailed across various domains of artificial intelligence, including natural language processing, computer vision, and bi…

cs.CV2024

MonoTAKD: Teaching Assistant Knowledge Distillation for Monocular 3D Object Detection

Hou-I Liu, Christine Wu, Jen-Hao Cheng +8

Monocular 3D object detection (Mono3D) holds noteworthy promise for autonomous driving applications owing to the cost-effectiveness and rich visual context of monocular camera sens…

cs.CV2024

DQ-DETR: DETR with Dynamic Query for Tiny Object Detection

Yi-Xin Huang, Hou-I Liu, Hong-Han Shuai +1

Despite previous DETR-like methods having performed successfully in generic object detection, tiny object detection is still a challenging task for them since the positional inform…

cs.CV20231 cited

CenterRadarNet: Joint 3D Object Detection and Tracking Framework using 4D FMCW Radar

Jen-Hao Cheng, Sheng-Yao Kuan, Hugo Latapie +2

Robust perception is a vital component for ensuring safe autonomous and assisted driving. Automotive radar (77 to 81 GHz), which offers weather-resilient sensing, provides a comple…