Out of distribution detection for skin and malaria images.

Muhammad Zaida, Shafaqat Ali, Mohsen Ali, Sarfaraz Hussein, Asma Saadia, Waqas Sultani

Type: Preprint

Publication Date: 2021-11-02

Citations: 0

Locations

arXiv (Cornell University) - View

Similar Works

Action	Title	Year	Authors
+	Out of distribution detection for skin and malaria images	2021	Muhammad Zaida Shafaqat Ali Mohsen Ali Sarfaraz Hussein Asma Saadia Waqas Sultani
+	Out-of-Distribution Detection for Dermoscopic Image Classification	2021	Mohammadreza Mohseni Jordan Yap William Yolland Majid Razmara M. Stella Atkins
+	Out-of-Distribution Detection for Dermoscopic Image Classification	2021	Mohammadreza Mohseni Jordan Yap William Yolland Majid Razmara M. Stella Atkins
+	Out-of-Distribution Detection for Skin Lesion Images with Deep Isolation Forest	2020	Xuan Li Yuchen Lu Christian Desrosiers Xue Liu
+	Out-of-Distribution Detection for Long-tailed and Fine-grained Skin Lesion Images	2022	Deval Mehta Yaniv Gal Adrian Bowling C. Paul Bonnington Zongyuan Ge
+	Unsupervised Approaches for Out-Of-Distribution Dermoscopic Lesion Detection	2021	Max Torop Sandesh Ghimire Wenqian Liu Dana H. Brooks Octavia Camps Milind Rajadhyaksha Jennifer Dy Kıvanç Köse
+	Unsupervised Approaches for Out-Of-Distribution Dermoscopic Lesion Detection.	2021	Max Torop Sandesh Ghimire WenQian Liu Dana H. Brooks Octavia Camps Milind Rajadhyaksha Jennifer Dy Kıvanç Köse
+	A Benchmark of Medical Out of Distribution Detection	2020	Tianshi Cao Chin‐Wei Huang David Yu-Tung Hui Joseph Cohen
+ PDF Chat	Single Model Deep Learning on Imbalanced Small Datasets for Skin Lesion Classification	2021	Peng Yao Shuwei Shen Mengjuan Xu Peng Liu Fan Zhang Jinyu Xing Pengfei Shao Benjamin H. Kaffenberger Ronald X. Xu
+ PDF Chat	Data-Driven Deep Supervision for Skin Lesion Classification	2022	Suraj Mishra Yizhe Zhang Zhang Li Tianyu Zhang Xiaochang Hu Danny Z. Chen
+	Does Your Dermatology Classifier Know What It Doesn't Know? Detecting the Long-Tail of Unseen Conditions	2021	Abhijit Guha Roy Jie Ren Shekoofeh Azizi Aaron Loh Vivek Natarajan Basil Mustafa Nick Pawlowski Jan Freyberg Yuan Liu Zach Beaver
+	Skin disease diagnosis with deep learning: a review	2020	Hongfeng Li Yini Pan Jie Zhao Zhang Li
+ PDF Chat	Skin disease diagnosis with deep learning: a review	2020	Hongfeng Li Yini Pan Jie Zhao Zhang Li
+	Efficient Out-of-Distribution Detection of Melanoma with Wavelet-based Normalizing Flows	2022	M. M. Amaan Valiuddin Christiaan G. A. Viviers Ruud J. G. van Sloun Peter H. N. de With Fons van der Sommen
+	Out of Distribution Detection and Adversarial Attacks on Deep Neural Networks for Robust Medical Image Analysis	2021	Anisie Uwimana Ransalu Senanayake
+	Out of Distribution Detection and Adversarial Attacks on Deep Neural Networks for Robust Medical Image Analysis	2021	Anisie Uwimana Ransalu Senanayake
+ PDF Chat	NCDD: Nearest Centroid Distance Deficit for Out-Of-Distribution Detection in Gastrointestinal Vision	2024	Sandesh Pokhrel Sanjay Bhandari Sharib Ali Tryphon Lambrou Tuan Anh Nguyen Yash Raj Shrestha Angus Watson Danail Stoyanov Prashnna Kumar Gyawali Binod Bhattarai
+ PDF Chat	Key Patches Are All You Need: A Multiple Instance Learning Framework For Robust Medical Diagnosis	2024	Diogo J. Araújo M. Rita Verdelho Alceu Bissoto Jacinto C. Nascimento Carlos Santiago Catarina Barata
+	Computer-Aided Clinical Skin Disease Diagnosis Using CNN and Object Detection Models	2019	Xin He Shihao Wang Shaohuai Shi Zhenheng Tang Yuxin Wang Zhihao Zhao Jing Dai Ronghao Ni Xiaofeng Zhang Xiaoming Liu
+	An interpretable imbalanced semi-supervised deep learning framework for improving differential diagnosis of skin diseases	2022	Futian Weng Yan Xu Yuanting Ma Jinghan Sun Shijun Shan Qiyuan Li Zhu Jianping Yang Wang

Works That Cite This (0)

Action	Title	Year	Authors

Works Cited by This (14)

Action	Title	Year	Authors
+ PDF Chat	Forecasting malaria in a highly endemic country using environmental and clinical predictors	2015	Kate Zinszer Ruth Kigozi Katia Charland Grant Dorsey Timothy F. Brewer John S. Brownstein Moses R. Kamya David L. Buckeridge
+	Skin lesion classification with ensembles of deep convolutional neural networks	2018	Balázs Harangi
+	A Simple Unified Framework for Detecting Out-of-Distribution Samples and Adversarial Attacks	2018	Kimin Lee Kibok Lee Honglak Lee Jinwoo Shin
+	Deep Anomaly Detection with Outlier Exposure	2018	Dan Hendrycks Mantas Mazeika Thomas G. Dietterich
+	Skin Lesion Analysis Toward Melanoma Detection 2018: A Challenge Hosted by the International Skin Imaging Collaboration (ISIC)	2019	Noel Codella Veronica Rotemberg Philipp Tschandl M. Emre Celebi Stephen W. Dusza David Gutman Brian Helba Aadi Kalloo Konstantinos Liopyris Michael A. Marchetti
+	A Baseline for Detecting Misclassified and Out-of-Distribution Examples in Neural Networks	2016	Dan Hendrycks Kevin Gimpel
+ PDF Chat	Grad-CAM: Visual Explanations from Deep Networks via Gradient-Based Localization	2017	Ramprasaath R. Selvaraju Michael Cogswell Abhishek Das Ramakrishna Vedantam Devi Parikh Dhruv Batra
+	Detecting Out-of-Distribution Examples with In-distribution Examples and Gram Matrices.	2019	Chandramouli Shama Sastry Sageev Oore
+	Skin lesion classification using ensembles of multi-resolution EfficientNets with meta data	2020	Nils Gessert Maximilian Nielsen Mohsin Shaikh René Werner Alexander Schlaefer
+ PDF Chat	Generalized ODIN: Detecting Out-of-Distribution Image Without Learning From Out-of-Distribution Data	2020	Yen-Chang Hsu Yilin Shen Hongxia Jin Zsolt Kira