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cs.CV2025

Group-On: Boosting One-Shot Segmentation with Supportive Query

Hanjing Zhou, Mingze Yin, Danny Chen +2

One-shot semantic segmentation aims to segment query images given only ONE annotated support image of the same class. This task is challenging because target objects in the support…

cs.CV2025

Scalable Autoregressive Monocular Depth Estimation

Jinhong Wang, Jian Liu, Dongqi Tang +5

This paper shows that the autoregressive model is an effective and scalable monocular depth estimator. Our idea is simple: We tackle the monocular depth estimation (MDE) task with…

cs.CV2025

A Survey on Ordinal Regression: Applications, Advances and Prospects

Jinhong Wang, Jintai Chen, Jian Liu +3

Ordinal regression refers to classifying object instances into ordinal categories. Ordinal regression is crucial for applications in various areas like facial age estimation, image…

cs.CV2024

Multi-rater Prompting for Ambiguous Medical Image Segmentation

Jinhong Wang, Yi Cheng, Jintai Chen +3

Multi-rater annotations commonly occur when medical images are independently annotated by multiple experts (raters). In this paper, we tackle two challenges arisen in multi-rater a…

cs.CV2024

AI-Enhanced Virtual Reality in Medicine: A Comprehensive Survey

Yixuan Wu, Kaiyuan Hu, Danny Z. Chen +1

With the rapid advance of computer graphics and artificial intelligence technologies, the ways we interact with the world have undergone a transformative shift. Virtual Reality (VR…

cs.CV2024

LKM-UNet: Large Kernel Vision Mamba UNet for Medical Image Segmentation

Jinhong Wang, Jintai Chen, Danny Chen +1

In clinical practice, medical image segmentation provides useful information on the contours and dimensions of target organs or tissues, facilitating improved diagnosis, analysis,…