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Xinliang Wang

4 accepted papers

2025

LLaVA-SP: Enhancing Visual Representation with Visual Spatial Tokens for MLLMs

ICCV 2025poster

The architecture of multimodal large language models (MLLMs) commonly connects a vision encoder, often based on CLIP-ViT, to a large language model. While CLIP-ViT works well for capturing global image features, it struggles to model local relationships between adjacent patches, leading to weaker vi…

2024

A Magnetic Catheter With Force Sensing Capability Toward Interventional Surgery

RA-L 2024

Magnetically actuated medical instruments could greatly facilitate minimally invasive surgery (MIS). For example, onboard magnetic materials help catheters travel across tortuous lumens and reach difficult-to-access sites inside human bodies, guided by a controlled magnetic field (MF). However, perm

Cited by 4SourceScholar
2024

ViT-CoMer: Vision Transformer with Convolutional Multi-scale Feature Interaction for Dense Predictions

CVPR 2024highlight

Although Vision Transformer (ViT) has achieved significant success in computer vision it does not perform well in dense prediction tasks due to the lack of inner-patch information interaction and the limited diversity of feature scale. Most existing studies are devoted to designing vision-specific t…

2022

Lane Detection Transformer Based on Multi-Frame Horizontal and Vertical Attention and Visual Transformer Module

ECCV 2022poster

"Lane detection requires adequate global information due to the simplicity of lane line features and changeable road scenes. In this paper, we propose a novel lane detection Transformer based on multi-frame input to regress the parameters of lanes under a lane shape modeling. We design a Multi-frame…