activity
20212026
most citedSimpleClick: Interactive Image Segmentation with Simple Vision Transformers

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

collaborators

11 papers

cs.CV2026

ESAM++: Efficient Online 3D Perception on the Edge

Qin Liu, Lavisha Aggarwal, Saptarashmi Bandyopadhyay +4

Online 3D scene perception in real time is essential for robotics, AR/VR, and autonomous systems, particularly in edge computing scenarios where computational resources are limited…

cs.CV2026

Fine-Grained Action Segmentation for Renorrhaphy in Robot-Assisted Partial Nephrectomy

Jiaheng Dai, Huanrong Liu, Tailai Zhou +7

Fine-grained action segmentation during renorrhaphy in robot-assisted partial nephrectomy requires frame-level recognition of visually similar suturing gestures with variable durat…

cs.RO2026

SutureFormer: Learning Surgical Trajectories via Goal-conditioned Offline RL in Pixel Space

Huanrong Liu, Chunlin Tian, Tongyu Jia +8

Predicting surgical needle trajectories from endoscopic video is critical for robot-assisted suturing, enabling anticipatory planning, real-time guidance, and safer motion executio…

cs.CV2025

PPBoost: Progressive Prompt Boosting for Text-Driven Medical Image Segmentation

Xuchen Li, Hengrui Gu, Mohan Zhang +6

Text-prompted foundation models for medical image segmentation offer an intuitive way to delineate anatomical structures from natural language queries, but their predictions often…

cs.CV2024★ 1 cited

LiVOS: Light Video Object Segmentation with Gated Linear Matching

Qin Liu, Jianfeng Wang, Zhengyuan Yang +4

Semi-supervised video object segmentation (VOS) has been largely driven by space-time memory (STM) networks, which store past frame features in a spatiotemporal memory to segment t…

cs.CV2024★ 1 cited

Rethinking Interactive Image Segmentation with Low Latency, High Quality, and Diverse Prompts

Qin Liu, Jaemin Cho, Mohit Bansal +1

The goal of interactive image segmentation is to delineate specific regions within an image via visual or language prompts. Low-latency and high-quality interactive segmentation wi…

cs.CV2023

Exploring Cycle Consistency Learning in Interactive Volume Segmentation

Qin Liu, Meng Zheng, Benjamin Planche +4

Automatic medical volume segmentation often lacks clinical accuracy, necessitating further refinement. In this work, we interactively approach medical volume segmentation via two d…

cs.CV2022★ 9 cited

SimpleClick: Interactive Image Segmentation with Simple Vision Transformers

Qin Liu, Zhenlin Xu, Gedas Bertasius +1

Click-based interactive image segmentation aims at extracting objects with a limited user clicking. A hierarchical backbone is the de-facto architecture for current methods. Recent…

cs.CV2022★ 2 cited

PseudoClick: Interactive Image Segmentation with Click Imitation

Qin Liu, Meng Zheng, Benjamin Planche +4

The goal of click-based interactive image segmentation is to obtain precise object segmentation masks with limited user interaction, i.e., by a minimal number of user clicks. Exist…

cs.CV2021

iSegFormer: Interactive Segmentation via Transformers with Application to 3D Knee MR Images

Qin Liu, Zhenlin Xu, Yining Jiao +1

We propose iSegFormer, a memory-efficient transformer that combines a Swin transformer with a lightweight multilayer perceptron (MLP) decoder. With the efficient Swin transformer b…

cs.CV2021

Statistical Dependency Guided Contrastive Learning for Multiple Labeling in Prenatal Ultrasound

Shuangchi He, Zehui Lin, Xin Yang +13

Standard plane recognition plays an important role in prenatal ultrasound (US) screening. Automatically recognizing the standard plane along with the corresponding anatomical struc…