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20232026
most citedCross-modality Attention Adapter: A Glioma Segmentation Fine-tuning Method for SAM Using Multimodal Brain MR Images

7 citations · 11 across the 13 of their papers we have counts for

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Showing 2025Show all

6 papers · 1 filter

cs.LG2025★ 1 cited

Retrieval-Augmented Multimodal Depression Detection

Ruibo Hou, Shiyu Teng, Jiaqing Liu +4

Multimodal deep learning has shown promise in depression detection by integrating text, audio, and video signals. Recent work leverages sentiment analysis to enhance emotional unde…

cs.CV2025

Accurate and Scalable Multimodal Pathology Retrieval via Attentive Vision-Language Alignment

Hongyi Wang, Zhengjie Zhu, Junlin Hou +13

The rapid digitization of histopathology slides has opened new opportunities for computational tools in clinical and research workflows. Content-based slide retrieval can help path…

cs.CV2025

A Text-Image Fusion Method with Data Augmentation Capabilities for Referring Medical Image Segmentation

Shurong Chai, Rahul Kumar JAIN, Rui Xu +6

Deep learning relies heavily on data augmentation to mitigate limited data, especially in medical imaging. Recent multimodal learning integrates text and images for segmentation, k…

cs.CV2025

EPIC: Efficient Prompt Interaction for Text-Image Classification

Xinyao Yu, Hao Sun, Zeyu Ling +5

In recent years, large-scale pre-trained multimodal models (LMMs) generally emerge to integrate the vision and language modalities, achieving considerable success in multimodal tas…

cs.CV2025

TextBraTS: Text-Guided Volumetric Brain Tumor Segmentation with Innovative Dataset Development and Fusion Module Exploration

Xiaoyu Shi, Rahul Kumar Jain, Yinhao Li +7

Deep learning has demonstrated remarkable success in medical image segmentation and computer-aided diagnosis. In particular, numerous advanced methods have achieved state-of-the-ar…

cs.CL2025★ 1 cited

Enhancing Depression Detection with Chain-of-Thought Prompting: From Emotion to Reasoning Using Large Language Models

Shiyu Teng, Jiaqing Liu, Rahul Kumar Jain +5

Depression is one of the leading causes of disability worldwide, posing a severe burden on individuals, healthcare systems, and society at large. Recent advancements in Large Langu…