activity
20232025
most citedTracking Anything in High Quality

5 citations · 5 across the 7 of their papers we have counts for

collaborators

7 papers

eess.IV2025

UniSegDiff: Boosting Unified Lesion Segmentation via a Staged Diffusion Model

Yilong Hu, Shijie Chang, Lihe Zhang +3

The Diffusion Probabilistic Model (DPM) has demonstrated remarkable performance across a variety of generative tasks. The inherent randomness in diffusion models helps address issu…

cs.CV2024

Inspiring the Next Generation of Segment Anything Models: Comprehensively Evaluate SAM and SAM 2 with Diverse Prompts Towards Context-Dependent Concepts under Different Scenes

Xiaoqi Zhao, Youwei Pang, Shijie Chang +10

As large-scale foundation models trained on billions of image--mask pairs covering a vast diversity of scenes, objects, and contexts, SAM and its upgraded version, SAM~2, have sign…

cs.CV2024

High-Performance Few-Shot Segmentation with Foundation Models: An Empirical Study

Shijie Chang, Lihe Zhang, Huchuan Lu

Existing few-shot segmentation (FSS) methods mainly focus on designing novel support-query matching and self-matching mechanisms to exploit implicit knowledge in pre-trained backbo…

cs.CV2024

Beyond Mask: Rethinking Guidance Types in Few-shot Segmentation

Shijie Chang, Youwei Pang, Xiaoqi Zhao +2

Existing few-shot segmentation (FSS) methods mainly focus on prototype feature generation and the query-support matching mechanism. As a crucial prompt for generating prototype fea…

cs.CV2023★ 5 cited

Tracking Anything in High Quality

Jiawen Zhu, Zhenyu Chen, Zeqi Hao +9

Visual object tracking is a fundamental video task in computer vision. Recently, the notably increasing power of perception algorithms allows the unification of single/multiobject…

cs.CV2023

3rd Place Solution for PVUW2023 VSS Track: A Large Model for Semantic Segmentation on VSPW

Shijie Chang, Zeqi Hao, Ben Kang +6

In this paper, we introduce 3rd place solution for PVUW2023 VSS track. Semantic segmentation is a fundamental task in computer vision with numerous real-world applications. We have…

cs.CV2023

Adaptive Multi-source Predictor for Zero-shot Video Object Segmentation

Xiaoqi Zhao, Shijie Chang, Youwei Pang +3

Static and moving objects often occur in real-life videos. Most video object segmentation methods only focus on extracting and exploiting motion cues to perceive moving objects. On…