5 papers
SPLG-Mamba: Structure-Preserving Local-Global Mamba Network for Salient Object Detection in Optical Remote Sensing Images
Yi Xu, Ruichao Hou, Tongwei Ren +1
Salient object detection in optical remote sensing images (ORSI-SOD) requires dense predictions that preserve object completeness and structural continuity under complex background…
SAM: A Single-Stream SAM with Reliability-Calibrated Frequency Adapter for Multi-modal Salient Object Detection
Ruichao Hou, Boyue Xu, Tongwei Ren +3
Vision foundation models have recently advanced multi-modal salient object detection (MSOD) through parameter-efficient tuning and prompt learning. However, existing Segment Anythi…
SwiTrack: Tri-State Switch for Cross-Modal Object Tracking
Boyue Xu, Ruichao Hou, Tongwei Ren +3
Cross-modal object tracking (CMOT) is an emerging task that maintains target consistency while the video stream switches between different modalities, with only one modality availa…
HyPSAM: Hybrid Prompt-driven Segment Anything Model for RGB-Thermal Salient Object Detection
Ruichao Hou, Xingyuan Li, Tongwei Ren +3
RGB-thermal salient object detection (RGB-T SOD) aims to identify prominent objects by integrating complementary information from RGB and thermal modalities. However, learning the…
Learning Frequency and Memory-Aware Prompts for Multi-Modal Object Tracking
Boyue Xu, Ruichao Hou, Tongwei Ren +3
Prompt-learning-based multi-modal trackers have made strong progress by using lightweight visual adapters to inject auxiliary-modality cues into frozen foundation models. However,…