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Hou-I Liu

4 accepted papers

2025

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

EMNLP 2025

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 potential assistance in this process, yet their susceptibility to textual adversarial attacks raises reliability concerns.

2025

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

CVPR 2025poster

Monocular 3D object detection (Mono3D) holds noteworthy promise for autonomous driving applications owing to the cost-effectiveness and rich visual context of monocular camera sensors. However, depth ambiguity poses a significant challenge, as it requires extracting precise 3D scene geometry from a…

2024

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

ECCV 2024poster

"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 information of object queries is not customized for detecting tiny objects, whose scale is extraordinarily smaller than gener…

2023

Most Important Person-Guided Dual-Branch Cross-Patch Attention for Group Affect Recognition

ICCV 2023poster

Group affect refers to the subjective emotion that is evoked by an external stimulus in a group, which is an important factor that shapes group behavior and outcomes. Recognizing group affect involves identifying important individuals and salient objects among a crowd that can evoke emotions. Howeve…

Cited by 10PDFScholar