The Relative Performance of Ensemble Methods with Deep Convolutional Neural Networks for Image Classification

5 April 2017

Papers citing "The Relative Performance of Ensemble Methods with Deep Convolutional Neural Networks for Image Classification"

50 / 74 papers shown

Title
Low-Loss Space in Neural Networks is Continuous and Fully Connected Yongding Tian Zaid Al-Ars Maksim Kitsak P. Hofstee 3DPC 31 0 0 05 May 2025
Propagation of Chaos for Mean-Field Langevin Dynamics and its Application to Model Ensemble Atsushi Nitanda Anzelle Lee Damian Tan Xing Kai Mizuki Sakaguchi Taiji Suzuki AI4CE 67 1 0 09 Feb 2025
Decorrelating Structure via Adapters Makes Ensemble Learning Practical for Semi-supervised Learning Jiaqi Wu Junbiao Pang Qingming Huang 31 0 0 08 Aug 2024
Synergy and Diversity in CLIP: Enhancing Performance Through Adaptive Backbone Ensembling Cristian Rodriguez-Opazo Ehsan Abbasnejad Damien Teney Edison Marrese-Taylor Hamed Damirchi Anton Van Den Hengel VLM 43 1 0 27 May 2024
Sparse Sampling is All You Need for Fast Wrong-way Cycling Detection in CCTV Videos Jing Xu Wentao Shi Sheng Ren Pan Gao Peng Zhou Jie Qin 45 0 0 12 May 2024
Just Say the Name: Online Continual Learning with Category Names Only via Data Generation Minhyuk Seo Diganta Misra Seongwon Cho Minjae Lee Jonghyun Choi CLL 37 7 0 16 Mar 2024
A Learnable Prior Improves Inverse Tumor Growth Modeling Jonas Weidner Ivan Ezhov Michal Balcerak M. Metz Sergey Litvinov ... Jana Lipkova Jonas Latz Daniel Rueckert Bjoern H. Menze Benedikt Wiestler MedIm AI4CE 24 5 0 07 Mar 2024
Blending Is All You Need: Cheaper, Better Alternative to Trillion-Parameters LLM Xiaoding Lu Zongyi Liu Adian Liusie Vyas Raina Vineet Mudupalli Yuwen Zhang W. Beauchamp 22 15 0 04 Jan 2024
$Generalized super-resolution 4D Flow MRI $\unicode{x2013}$ using ensemble learning to extend across the cardiovascular system$ Generalized super-resolution 4D Flow MRI $\unicode{x2013}$ using ensemble learning to extend across the cardiovascular system Leon Ericsson Adam Hjalmarsson Muhammad Usman Akbar E. Ferdian Mia Bonini ... Susanne Schnell C. A. Figueroa David A. Nordsletten Alistair A. Young David Marlevi OOD 18 0 0 20 Nov 2023
Hierarchical Pruning of Deep Ensembles with Focal Diversity Yanzhao Wu Ka-Ho Chow Wenqi Wei Ling Liu 17 3 0 17 Nov 2023
RRR-Net: Reusing, Reducing, and Recycling a Deep Backbone Network Haozhe Sun Isabelle M Guyon F. Mohr Hedi Tabia CVBM 35 2 0 02 Oct 2023
Modularity in Deep Learning: A Survey Haozhe Sun Isabelle Guyon MoMe 35 2 0 02 Oct 2023
Improved Crop and Weed Detection with Diverse Data Ensemble Learning Muhammad Asad Saeed Anwar Abdul Bais 16 4 0 02 Oct 2023
Minimum Bayes' Risk Decoding for System Combination of Grammatical Error Correction Systems Vyas Raina Mark J. F. Gales 29 1 0 12 Sep 2023
Faster, Lighter, More Accurate: A Deep Learning Ensemble for Content Moderation Mohammad Hosseini Mahmudul Hasan 18 0 0 10 Sep 2023
Asymmetric Image Retrieval with Cross Model Compatible Ensembles Ori Linial Alon Shoshan Nadav Bhonker Elad Hirsch L. Zamir Igor Kviatkovsky Gérard Medioni 35 2 0 30 Mar 2023
Galaxy Classification Using Transfer Learning and Ensemble of CNNs With Multiple Colour Spaces Yevonnael Andrew 33 1 0 26 Mar 2023
Deep Learning for Brain Age Estimation: A Systematic Review Md. Iftekhar Tanveer M. A. Ganaie I. Beheshti Tripti Goel Nehal Ahmad Kuan-Ting Lai Kaizhu Huang Yudong Zhang Javier Del Ser Chin-Teng Lin 25 86 0 07 Dec 2022
Model and Data Agreement for Learning with Noisy Labels Yuhang Zhang Weihong Deng Xingchen Cui Yunfeng Yin Hongzhi Shi Dongchao Wen NoLa 34 5 0 02 Dec 2022
Contrastive Classification and Representation Learning with Probabilistic Interpretation Rahaf Aljundi Yash J. Patel Milan Šulc Daniel Olmeda N. Chumerin SSL 31 5 0 07 Nov 2022
MyoPS-Net: Myocardial Pathology Segmentation with Flexible Combination of Multi-Sequence CMR Images Junyi Qiu Lei Li Sihan Wang Kecheng Zhang Yinyin Chen Shan Yang Xiahai Zhuang 23 28 0 06 Nov 2022
Differentiable Model Selection for Ensemble Learning James Kotary Vincenzo Di Vito Ferdinando Fioretto 102 9 0 01 Nov 2022
Similarity of Neural Architectures using Adversarial Attack Transferability Jaehui Hwang Dongyoon Han Byeongho Heo Song Park Sanghyuk Chun Jong-Seok Lee AAML 32 1 0 20 Oct 2022
Identify ambiguous tasks combining crowdsourced labels by weighting Areas Under the Margin Tanguy Lefort Benjamin Charlier Alexis Joly Joseph Salmon 44 5 0 30 Sep 2022
Transferability Ranking of Adversarial Examples Mosh Levy Guy Amit Yuval Elovici Yisroel Mirsky AAML 34 0 0 23 Aug 2022
GaLeNet: Multimodal Learning for Disaster Prediction, Management and Relief Rohit Saha Meng Fang Angeline Yasodhara Kyryl Truskovskyi Azin Asgarian D. Homola Raahil Shah Frederik Dieleman Jack Weatheritt Thomas Rogers 23 3 0 18 Jun 2022
eFedDNN: Ensemble based Federated Deep Neural Networks for Trajectory Mode Inference Daniel Opoku Mensah Godwin Badu-Marfo Ranwa Al Mallah Bilal Farooq FedML 9 4 0 11 May 2022
An Analysis on Ensemble Learning optimized Medical Image Classification with Deep Convolutional Neural Networks Dominik Muller Iñaki Soto Rey Frank Kramer 29 56 0 27 Jan 2022
AWSnet: An Auto-weighted Supervision Attention Network for Myocardial Scar and Edema Segmentation in Multi-sequence Cardiac Magnetic Resonance Images Kaini Wang Xin Yang Juzheng Miao Lei Li Jing Yao Ping Zhou Wufeng Xue Guangquan Zhou Xiahai Zhuang Dong Ni 23 41 0 14 Jan 2022
Efficient Diversity-Driven Ensemble for Deep Neural Networks Wentao Zhang Jiawei Jiang Yingxia Shao Bin Cui 26 17 0 26 Dec 2021
Automatic Semantic Segmentation of the Lumbar Spine: Clinical Applicability in a Multi-parametric and Multi-centre Study on Magnetic Resonance Images J. J. Sáenz-Gamboa J. Domenech Antonio Alonso-Manjarrés Jon A. Gómez Human Language Technology research center - Universitat Valencia 15 0 0 16 Nov 2021
Pediatric Automatic Sleep Staging: A comparative study of state-of-the-art deep learning methods Huy P Phan Alfred Mertins M. Baumert 44 13 0 23 Aug 2021
Automated Olfactory Bulb Segmentation on High Resolutional T2-Weighted MRI Santiago Estrada Ran Lu K. Diers W. Zeng P. Ehses T. Stöcker M. Breteler M. Reuter 21 11 0 09 Aug 2021
Optimized ensemble deep learning framework for scalable forecasting of dynamics containing extreme events Arnob Ray Tanujit Chakraborty D. Ghosh AI4TS 11 28 0 09 Jun 2021
Salient Feature Extractor for Adversarial Defense on Deep Neural Networks Jinyin Chen Ruoxi Chen Haibin Zheng Zhaoyan Ming Wenrong Jiang Chen Cui AAML 25 10 0 14 May 2021
Deep Neural Network Based Ensemble learning Algorithms for the healthcare system (diagnosis of chronic diseases) Jafar Abdollahi Babak Nouri-Moghaddam M. Ghazanfari OOD 9 31 0 15 Mar 2021
Synthetic Data and Hierarchical Object Detection in Overhead Imagery Nathan L. Clement Alan Schoen Arnold P. Boedihardjo A. Jenkins 6 8 0 29 Jan 2021
Towards a Universal Gating Network for Mixtures of Experts C. Kang C. Hong Tomas Maul MoMe 12 2 0 03 Nov 2020
Performance evaluation and application of computation based low-cost homogeneous machine learning model algorithm for image classification W. Huang 9 0 0 16 Oct 2020
Satellite Image Classification with Deep Learning M. D. Pritt Gary Chern 11 132 0 13 Oct 2020
Joint Variational Autoencoders for Recommendation with Implicit Feedback Bahare Askari Jaroslaw Szlichta Amirali Salehi-Abari DRL 21 4 0 17 Aug 2020
On Power Laws in Deep Ensembles E. Lobacheva Nadezhda Chirkova M. Kodryan Dmitry Vetrov UQCV 10 40 0 16 Jul 2020
Primary Tumor Origin Classification of Lung Nodules in Spectral CT using Transfer Learning L. Hesse P. A. Jong J. Pluim V. Cheplygina 8 1 0 30 Jun 2020
Model Agnostic Combination for Ensemble Learning Ohad Silbert Yitzhak Peleg E. Kopelowitz 8 1 0 16 Jun 2020
North Atlantic Right Whales Up-call Detection Using Multimodel Deep Learning Ali K. Ibrahim H. Zhuang Laurent Chérubin N. Erdol Gregory O Corry-Crowe Ali Muhamed Ali 8 0 0 17 May 2020
Auto-Ensemble: An Adaptive Learning Rate Scheduling based Deep Learning Model Ensembling Jun Yang Fei Wang 20 32 0 25 Mar 2020
Overinterpretation reveals image classification model pathologies Brandon Carter Siddhartha Jain Jonas W. Mueller David K Gifford FAtt 33 50 0 19 Mar 2020
A Unified System for Aggression Identification in English Code-Mixed and Uni-Lingual Texts Anant Khandelwal Niraj Kumar 8 12 0 15 Jan 2020
Semi-Supervised Learning for Cancer Detection of Lymph Node Metastases Amit Kumar Jaiswal Ivan Panshin D. Shulkin Nagender Aneja Samuel Abramov SSL MedIm 17 23 0 23 Jun 2019
$Class-specific Differential Detection in Diffractive Optical Neural Networks Improves Inference Accuracy$ Class-specific Differential Detection in Diffractive Optical Neural Networks Improves Inference Accuracy Jingxi Li Deniz Mengu Yilin Luo Y. Rivenson Aydogan Ozcan 11 111 0 08 Jun 2019