1 citations · 1 across the 9 of their papers we have counts for
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Spatially-Aware Class-Agnostic Object Counting
Robert Wijaya, Md. Tanvir Hossain, Amanda Kau +1
Generalised object counting aims to estimate the number of instances of an arbitrary object category from a single image, but many recent methods can struggle on structurally compl…
Mixture of Cognitive Experts in Large Vision-Language Models
Robert Wijaya, Ngai-Man Cheung
Large Vision Language Models (LVLMs) require strong reasoning over both visual and textual input. Recent work suggests that cognitive elements, especially diverse representations a…
Characterizing Detectability in 3DGS Poisoning: A Stage-wise Benchmark
Quoc-Anh Bui-Huynh, Thanh Duc Ngo, Xue Geng +4
3D Gaussian Splatting (3DGS) has rapidly emerged as a leading representation for real-time novel view synthesis, but recent work shows it is vulnerable to diverse poisoning attacks…
Synth-Align: Improving Trustworthiness in Vision-Language Model with Synthetic Preference Data Alignment
Robert Wijaya, Ngoc-Bao Nguyen, Ngai-Man Cheung
Large Vision-Language Models (LVLMs) have shown promising capabilities in understanding and generating information by integrating both visual and textual data. However, current mod…
On the Vulnerability of Skip Connections to Model Inversion Attacks
Jun Hao Koh, Sy-Tuyen Ho, Ngoc-Bao Nguyen +1
Skip connections are fundamental architecture designs for modern deep neural networks (DNNs) such as CNNs and ViTs. While they help improve model performance significantly, we iden…