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UNet++: Redesigning Skip Connections to Exploit Multiscale Features in Image Segmentation

IEEE Transactions on Medical Imaging (TMI), 2019

11 December 2019

Zongwei Zhou

ArXiv (abs)PDF HTML Github (2440★)

Papers citing "UNet++: Redesigning Skip Connections to Exploit Multiscale Features in Image Segmentation"

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Two-Stage Multi-task Self-Supervised Learning for Medical Image Segmentation Binyan Hu •. A. K. Qin SSL 159 0 0 11 Feb 2024
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Constrained Multiview Representation for Self-supervised Contrastive Learning Siyuan Dai Kai Ye Kun Zhao Ge Cui Haoteng Tang Chen Tang SSL 188 3 0 05 Feb 2024
ScribFormer: Transformer Makes CNN Work Better for Scribble-based Medical Image Segmentation Zihan Li Yuan Zheng Dandan Shan Shuzhou Yang Qingde Li Beizhan Wang Yuan-ting Zhang Qingqi Hong Dinggang Shen ViT MedIm 250 77 0 03 Feb 2024
Neighbor-Aware Calibration of Segmentation Networks with Penalty-Based Constraints Balamurali Murugesan Sukesh Adiga Vasudeva Bingyuan Liu H. Lombaert Ismail Ben Ayed Jose Dolz UQCV 298 8 0 25 Jan 2024
Segmentation of tibiofemoral joint tissues from knee MRI using MtRA-Unet and incorporating shape information: Data from the Osteoarthritis Initiative Akshay Daydar Alik Pramanick Arijit Sur Subramani Kanagaraj 102 2 0 23 Jan 2024
MAST: Video Polyp Segmentation with a Mixture-Attention Siamese Transformer Geng Chen Junqing Yang Xiaozhou Pu Ge-Peng Ji Huan Xiong Yongsheng Pan Hengfei Cui Yong-quan Xia MedIm ViT 198 2 0 23 Jan 2024
A Novel Garment Transfer Method Supervised by Distilled Knowledge of Virtual Try-on ModelNeural Networks (NN), 2024 N. Fang Le-miao Qiu Shuyou Zhang Zili Wang Kerui Hu Jianrong Tan 190 3 0 23 Jan 2024
Colorectal Polyp Segmentation in the Deep Learning Era: A Comprehensive Survey Zhenyu Wu Fengmao Lv Chenglizhao Chen Aimin Hao Shuo Li ELM 221 21 0 22 Jan 2024
MOSformer: Momentum encoder-based inter-slice fusion transformer for medical image segmentation De-Xing Huang Xiao-Hu Zhou Mei-Jiang Gui Shiqi Liu Zhen-Qiu Feng Mei-Jiang Gui Hao Li Tian-Yu Xiang Xiu-Ling Liu MedIm 339 2 0 22 Jan 2024
Leveraging Frequency Domain Learning in 3D Vessel SegmentationIEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2023 Xinyuan Wang Changzai Pan Hongming Dai Gangming Zhao Jinpeng Li Xiao Zhang Yizhou Yu 154 0 0 11 Jan 2024
Dual-Channel Reliable Breast Ultrasound Image Classification Based on Explainable Attribution and Uncertainty Quantification Shuge Lei Haonan Hu Desheng Sun Huabin Zhang Kehong Yuan Jian Dai Jijun Tang Yan Tong 280 0 0 08 Jan 2024
Distribution-aware Interactive Attention Network and Large-scale Cloud Recognition Benchmark on FY-4A Satellite Image Jiaqing Zhang Jie Lei Weiying Xie Kai Jiang Mingxiang Cao Yunsong Li 143 3 0 06 Jan 2024
Large-Vocabulary Segmentation for Medical Images with Text Prompts Ziheng Zhao Yao Zhang Chaoyi Wu Xiaoman Zhang Ya Zhang Yanfeng Wang Weidi Xie Weidi Xie VLM MedIm 649 42 0 28 Dec 2023
Narrowing the semantic gaps in U-Net with learnable skip connections: The case of medical image segmentation Haonan Wang Peng Cao Xiaoli Liu Jinzhu Yang Osmar Zaiane MedIm 220 24 0 23 Dec 2023
MCANet: Medical Image Segmentation with Multi-Scale Cross-Axis AttentionMachine Intelligence Research (MIR), 2023 Hao Shao Quansheng Zeng Qibin Hou Jufeng Yang 377 35 0 14 Dec 2023
EVP: Enhanced Visual Perception using Inverse Multi-Attentive Feature Refinement and Regularized Image-Text Alignment M. Lavrenyuk Shariq Farooq Bhat Matthias Müller Peter Wonka ObjD MDE 230 13 0 13 Dec 2023
AttenScribble: Attentive Similarity Learning for Scribble-Supervised Medical Image Segmentation Mu Tian Qin Yang Yi Gao MedIm 140 0 0 11 Dec 2023
Cataract-1K: Cataract Surgery Dataset for Scene Segmentation, Phase Recognition, and Irregularity Detection Negin Ghamsarian Y. El-Shabrawi Sahar Nasirihaghighi Doris Putzgruber-Adamitsch M. Zinkernagel Sebastian Wolf Klaus Schoeffmann Raphael Sznitman 150 11 0 11 Dec 2023
Predicting Postoperative Intraocular Lens Dislocation in Cataract Surgery via Deep Learning Negin Ghamsarian Doris Putzgruber-Adamitsch Stephanie Sarny Raphael Sznitman Klaus Schoeffmann Y. El-Shabrawi 253 4 0 06 Dec 2023
Inspecting Model Fairness in Ultrasound Segmentation Tasks Zikang Xu Fenghe Tang Quan Quan Jianrui Ding C. Ning S. Kevin Zhou 139 0 0 05 Dec 2023
MobileUtr: Revisiting the relationship between light-weight CNN and Transformer for efficient medical image segmentation Fenghe Tang Bingkun Nian Jianrui Ding Quan Quan Jie Yang Wei Liu S.Kevin Zhou ViT MedIm 215 6 0 04 Dec 2023
Ultra-Range Gesture Recognition using a Web-Camera in Human-Robot InteractionEngineering applications of artificial intelligence (Eng. Appl. Artif. Intell.), 2023 Eran Bamani Eden Nissinman Inbar Meir L. Koenigsberg A. Sintov 232 23 0 26 Nov 2023
CrackCLF: Automatic Pavement Crack Detection based on Closed-Loop Feedback Chong Li Zhun Fan Ying Chen Huibiao Lin Laura Moretti G. Loprencipe Weihua Sheng Kelvin C. P. Wang 106 13 0 20 Nov 2023
WATUNet: A Deep Neural Network for Segmentation of Volumetric Sweep Imaging Ultrasound Donya Khaledyan T. Marini Avice Oconnell Steven Meng J. Kan Galen Brennan Yu T Zhao Timothy M. Baran Kevin J. Parker 286 8 0 17 Nov 2023
Versatile Medical Image Segmentation Learned from Multi-Source Datasets via Model Self-Disambiguation Xiaoyang Chen Hao Zheng Yuemeng Li Yuncong Ma Liang Ma Hongming Li Yong-Xian Fan 227 15 0 17 Nov 2023
Pseudo Label-Guided Data Fusion and Output Consistency for Semi-Supervised Medical Image Segmentation Tao Wang Yuanbin Chen Xinlin Zhang Yuanbo Zhou Junlin Lan Bizhe Bai Tao Tan Min Du Qinquan Gao Tong Tong 174 0 0 17 Nov 2023
Geo-Localization Based on Dynamically Weighted Factor-GraphIEEE Robotics and Automation Letters (RA-L), 2023 Miguel Ángel Muñoz Bañón Alejandro Olivas Edison P. Velasco-Sánchez F. Candelas Fernando Torres 200 6 0 13 Nov 2023
FLOGA: A machine learning ready dataset, a benchmark and a novel deep learning model for burnt area mapping with Sentinel-2IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS), 2023 Maria Sdraka Alkinoos Dimakos Alexandros Malounis Zisoula Ntasiou Konstantinos Karantzalos Dimitrios Michail Ioannis Papoutsis 171 10 0 06 Nov 2023
MIST: Medical Image Segmentation Transformer with Convolutional Attention Mixing (CAM) DecoderIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023 Md Motiur Rahman Shiva Shokouhmand Smriti Bhatt M. Faezipour MedIm 279 29 0 30 Oct 2023
A Chebyshev Confidence Guided Source-Free Domain Adaptation Framework for Medical Image SegmentationIEEE journal of biomedical and health informatics (IEEE JBHI), 2023 Jiesi Hu Yanwu Yang Xutao Guo Jinghua Wang Heather Ting Ma MedIm 196 6 0 27 Oct 2023
FusionU-Net: U-Net with Enhanced Skip Connection for Pathology Image SegmentationAsian Conference on Machine Learning (ACML), 2023 Zongyi Li H. Lyu Jun Wang SSeg 129 13 0 17 Oct 2023
Generalizing Medical Image Representations via Quaternion Wavelet Networks Luigi Sigillo Eleonora Grassucci A. Uncini Danilo Comminiello MedIm 483 9 0 16 Oct 2023
3D TransUNet: Advancing Medical Image Segmentation through Vision Transformers Jieneng Chen Jieru Mei Xianhang Li Yongyi Lu Qihang Yu ... M. Lungren Lei Xing Le Lu Yaoyao Liu Yuyin Zhou MedIm ViT 211 63 0 11 Oct 2023
M3FPolypSegNet: Segmentation Network with Multi-frequency Feature Fusion for Polyp Localization in Colonoscopy ImagesInternational Conference on Information Photonics (ICIP), 2023 Ju-Hyeon Nam Seo-Hyeong Park Nur Suriza Syazwany Yerim Jung Yu-Han Im Sang-Chul Lee 262 6 0 09 Oct 2023
ConvNeXtv2 Fusion with Mask R-CNN for Automatic Region Based Coronary Artery Stenosis Detection for Disease Diagnosis Sandesh Pokhrel Sanjay Bhandari Eduard Vazquez Yash Raj Shrestha Binod Bhattarai MedIm 110 4 0 07 Oct 2023
Shifting More Attention to Breast Lesion Segmentation in Ultrasound VideosInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2023 Junhao Lin Qian Dai Lei Zhu Huazhu Fu Qiong Wang Weibin Li Wenhao Rao Xiaoyang Huang Liansheng Wang 145 20 0 03 Oct 2023
Keypoint-Augmented Self-Supervised Learning for Medical Image Segmentation with Limited AnnotationNeural Information Processing Systems (NeurIPS), 2023 Zhangsihao Yang Mengwei Ren Kaize Ding Guido Gerig Yalin Wang SSL 207 8 0 02 Oct 2023
Elastic Interaction Energy-Informed Real-Time Traffic Scene Perception Yaxin Feng Yuan Lan Luchan Zhang Guoqing Liu Yang Xiang 264 0 0 02 Oct 2023
Efficient Anatomical Labeling of Pulmonary Tree Structures via Implicit Point-Graph Networks Kangxian Xie Jiancheng Yang D. Wei Ziqiao Weng Pascal Fua 145 1 0 29 Sep 2023
nnSAM: Plug-and-play Segment Anything Model Improves nnUNet Performance Yunxiang Li Jing Xu Zihan Li Jing Wang You Zhang 180 26 0 29 Sep 2023
Deep Learning based Systems for Crater Detection: A Review Atal Tewari K. Prateek Amrita Singh Nitin Khanna 119 12 0 28 Sep 2023
ILNet: Low-level Matters for Salient Infrared Small Target DetectionIEEE Transactions on Aerospace and Electronic Systems (IEEE T-AES), 2023 Haoqing Li Jinfu Yang Runshi Wang Yifei Xu 215 18 0 24 Sep 2023
USL-Net: Uncertainty Self-Learning Network for Unsupervised Skin Lesion SegmentationBiomedical Signal Processing and Control (BSPC), 2023 Xiaofan Li Bo Peng Jie Hu Changyou Ma Daipeng Yang Zhuyang Xie 178 17 0 23 Sep 2023
Partition-A-Medical-Image: Extracting Multiple Representative Sub-regions for Few-shot Medical Image SegmentationIEEE Transactions on Instrumentation and Measurement (IEEE Trans. Instrum. Meas.), 2023 Yazhou Zhu Shidong Wang Tong Xin Zheng Zhang Haofeng Zhang 237 24 0 20 Sep 2023
More complex encoder is not all you need Weibin Yang Longwei Xu Pengwei Wang Dehua Geng Yusong Li Mingyuan Xu Zhiqi Dong MedIm 173 1 0 20 Sep 2023
Edge-aware Feature Aggregation Network for Polyp SegmentationMachine Intelligence Research (MIR), 2023 Tao Zhou Yizhe Zhang Geng Chen Yi Zhou Ye Wu Deng-Ping Fan 434 13 0 19 Sep 2023
Towards Safer Robot-Assisted Surgery: A Markerless Augmented Reality FrameworkNeural Networks (Neural Netw.), 2023 Ziyang Chen Laura Cruciani Ke Fan Matteo Fontana E. Lievore O. de Cobelli G. Musi G. Ferrigno Elena De Momi 198 8 0 14 Sep 2023
Autoencoder-Based Visual Anomaly Localization for Manufacturing Quality ControlMachine Learning and Knowledge Extraction (MLKE), 2023 Devang Mehta Noah Klarmann 193 9 0 13 Sep 2023