Title
Deep Learning for Cross-Domain Few-Shot Visual Recognition: A Survey Huali Xu Shuaifeng Zhi Shuzhou Sun Vishal M. Patel Li Liu 43 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
Use Perturbations when Learning from Explanations Juyeon Heo Vihari Piratla Matthew Wicker Adrian Weller AAML 40 1 0 11 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 31 1 0 21 Feb 2023
Revisiting Hidden Representations in Transfer Learning for Medical Imaging Dovile Juodelyte Amelia Jiménez-Sánchez V. Cheplygina OOD 19 1 0 16 Feb 2023
A Review of Uncertainty Estimation and its Application in Medical Imaging K. Zou Zhihao Chen Xuedong Yuan Xiaojing Shen Meng Wang Huazhu Fu UQCV 49 85 0 16 Feb 2023
Deep Learning based Novel Cascaded Approach for Skin Lesion Analysis S. Innani Prasad Dutande Bhakti Baheti Ujjwal Baid Sanjay Talbar 27 7 0 16 Jan 2023
Image Classification with Small Datasets: Overview and Benchmark Lorenzo Brigato Björn Barz Luca Iocchi Joachim Denzler VLM 30 17 0 23 Dec 2022
Medical Image Segmentation Review: The success of U-Net Reza Azad Ehsan Khodapanah Aghdam Amelie Rauland Yiwei Jia Atlas Haddadi Avval Afshin Bozorgpour Sanaz Karimijafarbigloo Joseph Paul Cohen Ehsan Adeli Dorit Merhof SSeg 28 267 0 27 Nov 2022
A Knowledge-based Learning Framework for Self-supervised Pre-training Towards Enhanced Recognition of Biomedical Microscopy Images Wei Chen Chen Li Dan Chen Xin Luo MedIm SSL 38 12 0 27 Nov 2022
An interpretable imbalanced semi-supervised deep learning framework for improving differential diagnosis of skin diseases Futian Weng Yuanting Ma J. Sun Shijun Shan Qiyuan Li Jianping Zhu Yang Wang Yan Xu 42 0 0 20 Nov 2022
Dynamic-Pix2Pix: Noise Injected cGAN for Modeling Input and Target Domain Joint Distributions with Limited Training Data Mohammadreza Naderi N. Karimi Ali Emami S. Shirani S. Samavi 29 0 0 15 Nov 2022
MALUNet: A Multi-Attention and Light-weight UNet for Skin Lesion Segmentation Jiacheng Ruan Suncheng Xiang Mingye Xie Ting Liu Yuzhuo Fu 23 133 0 03 Nov 2022
Attention Swin U-Net: Cross-Contextual Attention Mechanism for Skin Lesion Segmentation Ehsan Khodapanah Aghdam Reza Azad Maral Zarvani Dorit Merhof ViT SSeg MedIm 37 47 0 30 Oct 2022
ConvTransSeg: A Multi-resolution Convolution-Transformer Network for Medical Image Segmentation Zhendi Gong Andrew P. French Guoping Qiu Xin Chen ViT MedIm 38 6 0 13 Oct 2022
The Geometry of Self-supervised Learning Models and its Impact on Transfer Learning Romain Cosentino Sarath Shekkizhar Mahdi Soltanolkotabi A. Avestimehr Antonio Ortega SSL 56 7 0 18 Sep 2022
Data-Driven Deep Supervision for Skin Lesion Classification Suraj Mishra Yizhe Zhang Li Zhang Tianyu Zhang X. S. Hu Da Chen 3DH 38 10 0 04 Sep 2022
Hybrid Gromov-Wasserstein Embedding for Capsule Learning Pourya Shamsolmoali Masoumeh Zareapoor Swagatam Das Eric Granger Salvador García MedIm 36 2 0 01 Sep 2022
CIRCLe: Color Invariant Representation Learning for Unbiased Classification of Skin Lesions Arezou Pakzad Kumar Abhishek Ghassan Hamarneh 30 17 0 29 Aug 2022
Artifact-Based Domain Generalization of Skin Lesion Models Alceu Bissoto Catarina Barata Eduardo Valle Sandra Avila MedIm AI4CE 41 13 0 20 Aug 2022
Cross-Domain Few-Shot Classification via Inter-Source Stylization Huali Xu Shuaifeng Zhi Li Liu 40 4 0 17 Aug 2022
Calibrate the inter-observer segmentation uncertainty via diagnosis-first principle Junde Wu Huihui Fang Hoayi Xiong Lixin Duan Mingkui Tan Weihua Yang Huiying Liu Yanwu Xu MedIm 48 1 0 05 Aug 2022
Information Gain Sampling for Active Learning in Medical Image Classification Raghav Mehta Changjian Shui Brennan Nichyporuk Tal Arbel 19 5 0 01 Aug 2022
TransDeepLab: Convolution-Free Transformer-based DeepLab v3+ for Medical Image Segmentation Reza Azad Moein Heidari M. Shariatnia Ehsan Khodapanah Aghdam Sanaz Karimijafarbigloo Ehsan Adeli Dorit Merhof ViT MedIm 25 94 0 01 Aug 2022
FCSN: Global Context Aware Segmentation by Learning the Fourier Coefficients of Objects in Medical Images Y. Jeon Hongfei Yang Mengling Feng 11 2 0 29 Jul 2022
Learning with Limited Annotations: A Survey on Deep Semi-Supervised Learning for Medical Image Segmentation Rushi Jiao Yichi Zhang Leiting Ding Rong Cai Jicong Zhang 29 152 0 28 Jul 2022
TransNorm: Transformer Provides a Strong Spatial Normalization Mechanism for a Deep Segmentation Model Reza Azad Mohammad T. Al-Antary Moein Heidari Dorit Merhof ViT MedIm 32 73 0 27 Jul 2022
HiFormer: Hierarchical Multi-scale Representations Using Transformers for Medical Image Segmentation Moein Heidari A. Kazerouni Milad Soltany Kadarvish Reza Azad Ehsan Khodapanah Aghdam Julien Cohen-Adad Dorit Merhof MedIm ViT 25 178 0 18 Jul 2022
PCCT: Progressive Class-Center Triplet Loss for Imbalanced Medical Image Classification Kanghao Chen Weixian Lei Rong Zhang Shen Zhao Weishi Zheng Ruixuan Wang OOD 19 20 0 11 Jul 2022
Self-supervised Learning with Local Contrastive Loss for Detection and Semantic Segmentation Ashraful Islam Bengt Lundell H. Sawhney Sudipta N. Sinha Peter Morales Richard J. Radke SSL 34 10 0 10 Jul 2022
Towards the Practical Utility of Federated Learning in the Medical Domain Seongjun Yang Hyeonji Hwang Daeyoung Kim Radhika Dua Jong-Yeup Kim Eunho Yang Edward Choi FedML OOD 21 16 0 07 Jul 2022
Attention-based Dynamic Subspace Learners for Medical Image Analysis V. SukeshAdiga Jose Dolz H. Lombaert 23 1 0 18 Jun 2022
POODLE: Improving Few-shot Learning via Penalizing Out-of-Distribution Samples Duong H. Le Khoi Duc Minh Nguyen Khoi Nguyen Quoc-Huy Tran Rang Nguyen Binh-Son Hua OODD 43 39 0 08 Jun 2022
Metrics reloaded: Recommendations for image analysis validation Lena Maier-Hein Annika Reinke Patrick Godau M. Tizabi Florian Buettner ... Aleksei Tiulpin Sotirios A. Tsaftaris Ben Van Calster Gaël Varoquaux Paul F. Jäger 34 218 0 03 Jun 2022
A Survey on Deep Learning for Skin Lesion Segmentation Z. Mirikharaji Kumar Abhishek Alceu Bissoto Catarina Barata Sandra Avila Eduardo Valle M. Celebi Ghassan Hamarneh 52 82 0 01 Jun 2022
A Comprehensive Survey of Few-shot Learning: Evolution, Applications, Challenges, and Opportunities Yisheng Song Ting-Yuan Wang S. Mondal J. P. Sahoo SLR 54 345 0 13 May 2022
How to Fine-tune Models with Few Samples: Update, Data Augmentation, and Test-time Augmentation Yujin Kim Jaehoon Oh Sungnyun Kim Se-Young Yun 31 6 0 13 May 2022
Perfectly Balanced: Improving Transfer and Robustness of Supervised Contrastive Learning Mayee F. Chen Daniel Y. Fu A. Narayan Michael Zhang Zhao Song Kayvon Fatahalian Christopher Ré SSL 32 48 0 15 Apr 2022
Disparities in Dermatology AI Performance on a Diverse, Curated Clinical Image Set Roxana Daneshjou Kailas Vodrahalli R. Novoa Melissa Jenkins Weixin Liang ... Rachna Sahasrabudhe Johan A. C. Allerup Utako Okata-Karigane James Zou A. Chiou 61 219 0 15 Mar 2022
Transformers in Medical Image Analysis: A Review Kelei He Chen Gan Zhuoyuan Li I. Rekik Zihao Yin Wen Ji Yang Gao Qian Wang Junfeng Zhang Dinggang Shen ViT MedIm 28 255 0 24 Feb 2022
Self-Supervised Class-Cognizant Few-Shot Classification Ojas Kishore Shirekar Hadi Jamali Rad SSL 50 4 0 15 Feb 2022
SuperCon: Supervised Contrastive Learning for Imbalanced Skin Lesion Classification Keyu Chen Di Zhuang Jerome Chang SSL 27 5 0 11 Feb 2022
Cross-level Contrastive Learning and Consistency Constraint for Semi-supervised Medical Image Segmentation Xinkai Zhao Chaowei Fang De-Jun Fan Xu-tao Lin Feng Gao Guanbin Li 20 43 0 08 Feb 2022
Assessing the Impact of Attention and Self-Attention Mechanisms on the Classification of Skin Lesions Rafael Pedro Arlindo L. Oliveira 28 14 0 23 Dec 2021
Max-Margin Contrastive Learning Anshul B. Shah S. Sra Ramalingam Chellappa A. Cherian SSL 37 44 0 21 Dec 2021
Revisiting the Transferability of Supervised Pretraining: an MLP Perspective Yizhou Wang Shixiang Tang Feng Zhu Lei Bai Rui Zhao Donglian Qi Wanli Ouyang 34 51 0 01 Dec 2021
Task2Sim : Towards Effective Pre-training and Transfer from Synthetic Data Samarth Mishra Yikang Shen Cheng Perng Phoo Chun-Fu Chen Leonid Karlinsky Kate Saenko Venkatesh Saligrama Rogerio Feris 26 35 0 30 Nov 2021
MedRDF: A Robust and Retrain-Less Diagnostic Framework for Medical Pretrained Models Against Adversarial Attack Mengting Xu Tao Zhang Daoqiang Zhang AAML MedIm 21 23 0 29 Nov 2021