4 citations · 9 across the 14 of their papers we have counts for
16 papers
Surgical Video Generation From Diffusion to World Models: A Survey
Fuxiang Huang, Chenxu Zhang, Liang Han +1
Surgical video data provides the primary training resource for models of intraoperative perception, surgical workflow understanding, and robotic decision-making. However, clinical…
Multimodal Reasoning with LLM for Encrypted Traffic Interpretation: A Benchmark
Longgang Zhang, Xiaowei Fu, Fuxiang Huang +1
Network traffic, as a key media format, is crucial for ensuring security and communications in modern internet infrastructure. While existing methods offer excellent performance, t…
Mean Masked Autoencoder with Flow-Mixing for Encrypted Traffic Classification
Xiao Liu, Xiaowei Fu, Fuxiang Huang +1
Network traffic classification using self-supervised pre-training models based on Masked Autoencoders (MAE) has demonstrated a huge potential. However, existing methods are confine…
Implicit Non-Causal Factors are Out via Dataset Splitting for Domain Generalization Object Detection
Zhilong Zhang, Lei Zhang, Qing He +3
Open world object detection faces a significant challenge in domain-invariant representation, i.e., implicit non-causal factors. Most domain generalization (DG) methods based on do…
Proxy Robustness in Vision Language Models is Effortlessly Transferable
Xiaowei Fu, Fuxiang Huang, Lei Zhang
As a pivotal technique for improving the defense of deep models, adversarial robustness transfer via distillation has demonstrated remarkable success in conventional image classifi…
Unsupervised Robust Domain Adaptation: Paradigm, Theory and Algorithm
Fuxiang Huang, Xiaowei Fu, Shiyu Ye +5
Unsupervised domain adaptation (UDA) aims to transfer knowledge from a label-rich source domain to an unlabeled target domain by addressing domain shifts. Most UDA approaches empha…
Automated urban waterlogging assessment and early warning through a mixture of foundation models
Chenxu Zhang, Fuxiang Huang, Lei Zhang
With climate change intensifying, urban waterlogging poses an increasingly severe threat to global public safety and infrastructure. However, existing monitoring approaches rely he…
Rectifying Adversarial Sample with Low Entropy Prior for Test-Time Defense
Lina Ma, Xiaowei Fu, Fuxiang Huang +2
Existing defense methods fail to defend against unknown attacks and thus raise generalization issue of adversarial robustness. To remedy this problem, we attempt to delve into some…
A Survey of Multimodal Composite Editing and Retrieval
Suyan Li, Fuxiang Huang, Lei Zhang
In the real world, where information is abundant and diverse across different modalities, understanding and utilizing various data types to improve retrieval systems is a key focus…
Gradient Harmonization in Unsupervised Domain Adaptation
Fuxiang Huang, Suqi Song, Lei Zhang
Unsupervised domain adaptation (UDA) intends to transfer knowledge from a labeled source domain to an unlabeled target domain. Many current methods focus on learning feature repres…
An Open-World, Diverse, Cross-Spatial-Temporal Benchmark for Dynamic Wild Person Re-Identification
Lei Zhang, Xiaowei Fu, Fuxiang Huang +2
Person re-identification (ReID) has made great strides thanks to the data-driven deep learning techniques. However, the existing benchmark datasets lack diversity, and models train…
Dynamic Weighted Combiner for Mixed-Modal Image Retrieval
Fuxiang Huang, Lei Zhang, Xiaowei Fu +1
Mixed-Modal Image Retrieval (MMIR) as a flexible search paradigm has attracted wide attention. However, previous approaches always achieve limited performance, due to two critical…
Multiscale Feature Learning Using Co-Tuplet Loss for Offline Handwritten Signature Verification
Fu-Hsien Huang, Hsin-Min Lu
Handwritten signature verification, crucial for legal and financial institutions, faces challenges including inter-writer similarity, intra-writer variations, and limited signature…
Language Guided Local Infiltration for Interactive Image Retrieval
Fuxiang Huang, Lei Zhang
Interactive Image Retrieval (IIR) aims to retrieve images that are generally similar to the reference image but under the requested text modification. The existing methods usually…
Probability Weighted Compact Feature for Domain Adaptive Retrieval
Fuxiang Huang, Lei Zhang, Yang Yang +1
Domain adaptive image retrieval includes single-domain retrieval and cross-domain retrieval. Most of the existing image retrieval methods only focus on single-domain retrieval, whi…
Optimal Projection Guided Transfer Hashing for Image Retrieval
Ji Liu, Lei Zhang
Recently, learning to hash has been widely studied for image retrieval thanks to the computation and storage efficiency of binary codes. For most existing learning to hash methods,…