Title
Unifying Segment Anything in Microscopy with Multimodal Large Language Model Manyu Li Ruian He Zixian Zhang Weimin Tan Bo Yan VLM 12 0 0 16 May 2025
Recent Advances in Medical Imaging Segmentation: A Survey Fares Bougourzi Abdenour Hadid OOD 44 0 0 14 May 2025
MM-Skin: Enhancing Dermatology Vision-Language Model with an Image-Text Dataset Derived from Textbooks Wenqi Zeng Yuqi Sun Chenxi Ma Weimin Tan Bo Yan LM&MA VLM 55 0 0 09 May 2025
Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review Abdullah Tao Huang Ickjai Lee Euijoon Ahn MedIm 26 0 0 09 May 2025
Noise-Consistent Siamese-Diffusion for Medical Image Synthesis and Segmentation Kunpeng Qiu Zhiqiang Gao Zhiying Zhou Mingjie Sun Yongxin Guo MedIm 36 0 0 09 May 2025
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
Adapting In-Domain Few-Shot Segmentation to New Domains without Retraining Qi Fan Kaiqi Liu Nian Liu Hisham Cholakkal Rao Muhammad Anwer Wenbin Li Yang Gao 77 0 0 30 Apr 2025
Gaussian Random Fields as an Abstract Representation of Patient Metadata for Multimodal Medical Image Segmentation B. Cassidy Christian Mcbride Connah Kendrick N. Reeves Joseph M Pappachan Shaghayegh Raad Moi Hoon Yap 43 0 0 07 Mar 2025
ScaleFusionNet: Transformer-Guided Multi-Scale Feature Fusion for Skin Lesion Segmentation Saqib Qamar Syed Furqan Qadri Roobaea Alroobaea Majed Alsafyani Abdullah M. Baqasah ViT MedIm 91 0 0 05 Mar 2025
Enhancing Few-Shot Image Classification through Learnable Multi-Scale Embedding and Attention Mechanisms Fatemeh Askari Amirreza Fateh Mohammad Reza Mohammadi 87 3 0 17 Jan 2025
An Attention-Guided Deep Learning Approach for Classifying 39 Skin Lesion Types Sauda Adiv Hanum Ashim Dey Muhammad Ashad Kabir 50 2 0 10 Jan 2025
Generalized Task-Driven Medical Image Quality Enhancement with Gradient Promotion Dong Zhang Kwang-Ting Cheng MedIm 22 0 0 03 Jan 2025
BiomedCoOp: Learning to Prompt for Biomedical Vision-Language Models Taha Koleilat Hojat Asgariandehkordi H. Rivaz Yiming Xiao VLM 113 0 0 21 Nov 2024
From Generalist to Specialist: Adapting Vision Language Models via Task-Specific Visual Instruction Tuning Yang Bai Yang Zhou Jun Zhou Rick Siow Mong Goh Daniel Ting Yong Liu VLM 52 0 0 09 Oct 2024
SkinMamba: A Precision Skin Lesion Segmentation Architecture with Cross-Scale Global State Modeling and Frequency Boundary Guidance Shun Zou Mingya Zhang Bingjian Fan Zhengyi Zhou Xiuguo Zou Mamba 32 3 0 17 Sep 2024
Deep ContourFlow: Advancing Active Contours with Deep Learning Antoine Habis V. Meas-Yedid Elsa D. Angelini Jean-Christophe Olivo-Marin 37 0 0 15 Jul 2024
FedMRL: Data Heterogeneity Aware Federated Multi-agent Deep Reinforcement Learning for Medical Imaging Pranab Sahoo Ashutosh Tripathi Sriparna Saha S. Mondal 45 0 0 08 Jul 2024
Embedded Visual Prompt Tuning Wenqiang Zu Shenghao Xie Qing Zhao Guoqi Li Lei Ma VLM MedIm 54 9 0 01 Jul 2024
Enhancing predictive imaging biomarker discovery through treatment effect analysis Shuhan Xiao Lukas Klein Jens Petersen Philipp Vollmuth Paul F. Jaeger Klaus H. Maier-Hein 32 0 0 04 Jun 2024
Federated and Transfer Learning for Cancer Detection Based on Image Analysis Amine Bechar Y. Elmir Yassine Himeur Rafik Medjoudj Abbes Amira MedIm 41 4 0 30 May 2024
SkinCAP: A Multi-modal Dermatology Dataset Annotated with Rich Medical Captions Juexiao Zhou Liyuan Sun Yan Xu Wenbin Liu Shawn Afvari Zhongyi Han Jiaoyan Song Yongzhi Ji Xiaonan He Xin Gao 48 1 0 28 May 2024
Cross-Domain Few-Shot Semantic Segmentation via Doubly Matching Transformation Jiayi Chen Rong Quan Jie Qin 45 1 0 24 May 2024
Explainable AI (XAI) in Image Segmentation in Medicine, Industry, and Beyond: A Survey Rokas Gipiškis Chun-Wei Tsai Olga Kurasova 61 5 0 02 May 2024
Meta-Transfer Derm-Diagnosis: Exploring Few-Shot Learning and Transfer Learning for Skin Disease Classification in Long-Tail Distribution Zeynep Özdemir H. Keles Ö. Ö. Tanriöver 36 0 0 25 Apr 2024
When Medical Imaging Met Self-Attention: A Love Story That Didn't Quite Work Out Tristan Piater Niklas Penzel Gideon Stein Joachim Denzler 39 2 0 18 Apr 2024
LiteNeXt: A Novel Lightweight ConvMixer-based Model with Self-embedding Representation Parallel for Medical Image Segmentation Ngoc-Du Tran Thi-Thao Tran Quang-Huy Nguyen Manh-Hung Vu Van-Truong Pham MedIm ViT 39 1 0 04 Apr 2024
Tune without Validation: Searching for Learning Rate and Weight Decay on Training Sets Lorenzo Brigato S. Mougiakakou 45 0 0 08 Mar 2024
Investigating the Quality of DermaMNIST and Fitzpatrick17k Dermatological Image Datasets Kumar Abhishek Aditi Jain Ghassan Hamarneh 49 3 0 25 Jan 2024
DARNet: Bridging Domain Gaps in Cross-Domain Few-Shot Segmentation with Dynamic Adaptation Haoran Fan Qi Fan M. Pagnucco Yang Song 19 3 0 08 Dec 2023
Skin Lesion Segmentation Improved by Transformer-based Networks with Inter-scale Dependency Modeling Sania Eskandari Janet Lumpp Luis Gonzalo Sánchez Giraldo ViT MedIm 32 7 0 20 Oct 2023
SSG2: A new modelling paradigm for semantic segmentation F. Diakogiannis S. Furby P. Caccetta Xiaoliang Wu Rodrigo Ibata O. Hlinka John Taylor VLM 40 0 0 12 Oct 2023
Multi-level Asymmetric Contrastive Learning for Volumetric Medical Image Segmentation Pre-training Shuang Zeng Lei Zhu Xinliang Zhang Qian Chen Hangzhou He ... Zhaoheng Xie Yanye Lu Qiushi Ren Zhaoheng Xie Yanye Lu 30 0 0 21 Sep 2023
unORANIC: Unsupervised Orthogonalization of Anatomy and Image-Characteristic Features Sebastian Doerrich Francesco Di Salvo C. Ledig 35 3 0 29 Aug 2023
FLIPS: Federated Learning using Intelligent Participant Selection R. Bhope K.R. Jayaram N. Venkatasubramanian Ashish Verma Gegi Thomas FedML 29 3 0 07 Aug 2023
Is Last Layer Re-Training Truly Sufficient for Robustness to Spurious Correlations? Phuong Quynh Le Jorg Schlotterer Christin Seifert OOD 16 6 0 01 Aug 2023
Class-Specific Distribution Alignment for Semi-Supervised Medical Image Classification Zhongzheng Huang Jiawei Wu Tao Wang Zuoyong Li Anastasia Ioannou OOD 50 5 0 29 Jul 2023
Dense Affinity Matching for Few-Shot Segmentation Hao Chen Yonghan Dong Zhe-Ming Lu YunLong Yu Yingming Li Jungong Han Zhongfei Zhang 44 8 0 17 Jul 2023
SPLAL: Similarity-based pseudo-labeling with alignment loss for semi-supervised medical image classification Md Junaid Mahmood Pranaw Raj Divyansh Agarwal S. Kumari Pravendra Singh 31 7 0 10 Jul 2023
Generative Adversarial Networks based Skin Lesion Segmentation S. Innani Prasad Dutande Ujjwal Baid Venu Pokuri Spyridon Bakas Sanjay Talbar Bhakti Baheti Sharath Chandra Guntuku GAN MedIm 27 10 0 29 May 2023
Medical supervised masked autoencoders: Crafting a better masking strategy and efficient fine-tuning schedule for medical image classification Jia-ju Mao Shu-Hua Guo Yuan Chang Xuesong Yin Binling Nie 28 2 0 10 May 2023
LCAUnet: A skin lesion segmentation network with enhanced edge and body fusion Qisen Ma Keming Mao Gao Wang Lisheng Xu Yuhai Zhao 27 2 0 01 May 2023
Semi-Supervised Relational Contrastive Learning Attiano Purpura-Pontoniere D. Terzopoulos Adam S. Wang A. Imran SSL 15 1 0 11 Apr 2023
HST-MRF: Heterogeneous Swin Transformer with Multi-Receptive Field for Medical Image Segmentation Xiaofei Huang Hongfang Gong Jin Zhang MedIm 28 2 0 10 Apr 2023
Fine-tuning of explainable CNNs for skin lesion classification based on dermatologists' feedback towards increasing trust Md Abdul Kadir Fabrizio Nunnari Daniel Sonntag FAtt 11 1 0 03 Apr 2023
Directional Connectivity-based Segmentation of Medical Images Ziyun Yang Sina Farsiu 30 36 0 31 Mar 2023
Deep Learning for Cross-Domain Few-Shot Visual Recognition: A Survey Huali Xu Shuaifeng Zhi Shuzhou Sun Vishal M. Patel Li Liu 35 13 0 15 Mar 2023
Pretrained ViTs Yield Versatile Representations For Medical Images Christos Matsoukas Johan Fredin Haslum Magnus P Soderberg Kevin Smith MedIm ViT 27 11 0 13 Mar 2023
Evaluating the Fairness of Deep Learning Uncertainty Estimates in Medical Image Analysis Raghav Mehta Changjian Shui Tal Arbel 24 12 0 06 Mar 2023
PLU-Net: Extraction of multi-scale feature fusion Weihu Song 3DPC SSeg 33 4 0 23 Feb 2023
Non-pooling Network for medical image segmentation Weihu Song Heng Yu SSeg 28 1 0 21 Feb 2023