A Data-scalable Transformer for Medical Image Segmentation: Architecture, Model Efficiency, and Benchmark

28 February 2022

Papers citing "A Data-scalable Transformer for Medical Image Segmentation: Architecture, Model Efficiency, and Benchmark"

30 / 30 papers shown

Title
Rethinking Boundary Detection in Deep Learning-Based Medical Image Segmentation Yi-Mou Lin Dong-Ming Zhang X. B. Fang Yufan Chen K.-T. Cheng Hao Chen 33 0 0 06 May 2025
BiPVL-Seg: Bidirectional Progressive Vision-Language Fusion with Global-Local Alignment for Medical Image Segmentation Rafi Ibn Sultan Hui Zhu Chengyin Li Dongxiao Zhu 55 0 0 30 Mar 2025
Show and Segment: Universal Medical Image Segmentation via In-Context Learning Yunhe Gao Di Liu Zhuowei Li Y. Li Dongdong Chen Mu Zhou Dimitris N. Metaxas VLM 53 0 0 25 Mar 2025
LUCAS: Layered Universal Codec Avatars Di Liu Teng Deng Giljoo Nam Yu Rong Stanislav Pidhorskyi Junxuan Li Jason M. Saragih Dimitris N. Metaxas Chen Cao 3DGS 44 1 0 27 Feb 2025
E2ENet: Dynamic Sparse Feature Fusion for Accurate and Efficient 3D Medical Image Segmentation Boqian Wu Q. Xiao Shiwei Liu Lu Yin Mykola Pechenizkiy D. Mocanu M. V. Keulen Elena Mocanu MedIm 53 4 0 20 Feb 2025
Continuous Spatio-Temporal Memory Networks for 4D Cardiac Cine MRI Segmentation Meng Ye Bingyu Xin L. Axel Dimitris N. Metaxas 28 0 0 30 Oct 2024
Layout-Agnostic Scene Text Image Synthesis with Diffusion Models Qilong Zhangli Jindong Jiang Di Liu Licheng Yu Xiaoliang Dai Ankit Ramchandani Guan Pang Dimitris N. Metaxas Praveen Krishnan DiffM 45 8 0 03 Jun 2024
Medformer: A Multi-Granularity Patching Transformer for Medical Time-Series Classification Yihe Wang Nan Huang Taida Li Yujun Yan Xiang Zhang MedIm AI4TS 35 21 0 24 May 2024
Instantaneous Perception of Moving Objects in 3D Di Liu Bingbing Zhuang Dimitris N. Metaxas Manmohan Chandraker 3DPC 35 2 0 05 May 2024
Inter- and intra-uncertainty based feature aggregation model for semi-supervised histopathology image segmentation Qiangguo Jin Hui Cui Changming Sun Yang Song Jiangbin Zheng Leilei Cao Leyi Wei Ran Su 43 17 0 19 Mar 2024
BEFUnet: A Hybrid CNN-Transformer Architecture for Precise Medical Image Segmentation Omid Nejati Manzari Javad Mirzapour Kaleybar Hooman Saadat Shahin Maleki ViT MedIm 20 7 0 13 Feb 2024
Data-Centric Foundation Models in Computational Healthcare: A Survey Yunkun Zhang Jin Gao Zheling Tan Lingfeng Zhou Kexin Ding Mu Zhou Shaoting Zhang Dequan Wang AI4CE 37 22 0 04 Jan 2024
From Google Gemini to OpenAI Q* (Q-Star): A Survey of Reshaping the Generative Artificial Intelligence (AI) Research Landscape Timothy R. McIntosh Teo Susnjak Tong Liu Paul Watters Malka N. Halgamuge 91 46 0 18 Dec 2023
SA2-Net: Scale-aware Attention Network for Microscopic Image Segmentation M. Fiaz Moein Heidari Rao Muhammad Anwer Hisham Cholakkal 11 8 0 28 Sep 2023
DeFormer: Integrating Transformers with Deformable Models for 3D Shape Abstraction from a Single Image Ding Liu Xiang Yu Meng Ye Qilong Zhangli Zhuowei Li Zhixing Zhang Dimitris N. Metaxas ViT 23 9 0 22 Sep 2023
Image-level supervision and self-training for transformer-based cross-modality tumor segmentation Malo de Boisredon Eugene Vorontsov W. Le Samuel Kadoury MedIm ViT 27 0 0 17 Sep 2023
Deep Deformable Models: Learning 3D Shape Abstractions with Part Consistency Ding Liu Long Zhao Qilong Zhangli Yunhe Gao Ting Liu Dimitris N. Metaxas 3DV 23 6 0 02 Sep 2023
DMCVR: Morphology-Guided Diffusion Model for 3D Cardiac Volume Reconstruction Xiaoxiao He Chaowei Tan Ligong Han Bo Liu L. Axel Kang Li Dimitris N. Metaxas DiffM MedIm 31 10 0 18 Aug 2023
AViT: Adapting Vision Transformers for Small Skin Lesion Segmentation Datasets Siyi Du Nourhan Bayasi Ghassan Hamarneh Rafeef Garbi ViT 33 3 0 26 Jul 2023
Training Like a Medical Resident: Context-Prior Learning Toward Universal Medical Image Segmentation Yunhe Gao Zhuowei Li Di Liu Mu Zhou Shaoting Zhang Dimitris N. Metaxas MedIm 28 12 0 04 Jun 2023
ADS_UNet: A Nested UNet for Histopathology Image Segmentation Yi-Lun Yang S. Dasmahapatra S. Mahmoodi MedIm SSeg 26 16 0 10 Apr 2023
YoloCurvSeg: You Only Label One Noisy Skeleton for Vessel-style Curvilinear Structure Segmentation Li Lin Linkai Peng Huaqing He Pujin Cheng Jiewei Wu Kenneth K. Y. Wong Xiaoying Tang 24 12 0 11 Dec 2022
Vision Transformers in Medical Imaging: A Review Emerald U. Henry Onyeka Emebob C. Omonhinmin ViT MedIm 24 34 0 18 Nov 2022
Dual Vision Transformer Ting Yao Yehao Li Yingwei Pan Yu Wang Xiaoping Zhang Tao Mei ViT 141 75 0 11 Jul 2022
The Lighter The Better: Rethinking Transformers in Medical Image Segmentation Through Adaptive Pruning Xian Lin Li Yu Kwang-Ting Cheng Zengqiang Yan ViT MedIm 22 31 0 29 Jun 2022
DeepRecon: Joint 2D Cardiac Segmentation and 3D Volume Reconstruction via A Structure-Specific Generative Method Qi Chang Zhennan Yan Mu Zhou Ding Liu K. Sawalha ... Qilong Zhangli Mikael Kanski Subhi Al Aref L. Axel Dimitris N. Metaxas 3DV MedIm 15 23 0 14 Jun 2022
Region Proposal Rectification Towards Robust Instance Segmentation of Biological Images Qilong Zhangli Jingru Yi Di Liu Xiaoxiao He Zhaoyang Xia ... Song Wen Haiming Tang He Wang Mu Zhou Dimitris N. Metaxas ISeg 29 15 0 06 Mar 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong S. Hoi MLLM BDL VLM CLIP 392 4,137 0 28 Jan 2022
Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction without Convolutions Wenhai Wang Enze Xie Xiang Li Deng-Ping Fan Kaitao Song Ding Liang Tong Lu Ping Luo Ling Shao ViT 283 3,623 0 24 Feb 2021
Deep High-Resolution Representation Learning for Visual Recognition Jingdong Wang Ke Sun Tianheng Cheng Borui Jiang Chaorui Deng ... Yadong Mu Mingkui Tan Xinggang Wang Wenyu Liu Bin Xiao 195 3,531 0 20 Aug 2019