Advancements in Image Classification using Convolutional Neural Network
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Abstract (arXiv)
Convolutional Neural Network (CNN) is the state-of-the-art for image classification task. Here we have briefly discussed different components of CNN. In this paper, We have explained different CNN architectures for image classification. Through this paper, we have shown advancements in CNN from LeNet-5 to latest SENet model. We have discussed the model description and training details of each model. We have also drawn a comparison among those models.
Key facts. Cited by 20 papers in the map (data through 14 Oct 2026). First posted on arXiv 8 May 2019.
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Citing papers per year: 2021: 5; 2022: 7; 2023: 4; 2024: 1; 2025: 2; 2026: 1.
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- 2022Selective Amnesia: On Efficient, High-Fidelity and Blind Suppression of Backdoor Effects in Trojaned Machine Learning Modelscited by 11
- 2022Learning Intermediate Representations using Graph Neural Networks for NUMA and Prefetchers Optimizationcited by 9
- 2021When Differential Privacy Meets Interpretability: A Case Studycited by 8
- 2022VisCUIT: Visual Auditor for Bias in CNN Image Classifiercited by 8
- 2022Vision-based Human Fall Detection Systems using Deep Learning: A Reviewcited by 7
- 2022Permutation-Invariant Tabular Data Synthesiscited by 6
- 2022A scalable deep learning approach for solving high-dimensional dynamic optimal transportcited by 5
- 2021A Contactless Fingerprint Recognition Systemcited by 3
- 2023From Online Behaviours to Images: A Novel Approach to Social Bot Detectioncited by 2
- 2023eXplainable Artificial Intelligence (XAI) in aging clock modelscited by 2
- 2023Robust Brain MRI Image Classification with SIBOW-SVMcited by 2
- 2021Convolution Neural Network Hyperparameter Optimization Using Simplified Swarm Optimizationcited by 1
8 more
- 2021Functional Protein Structure Annotation Using a Deep Convolutional Generative Adversarial Networkcited by 1
- 2022When does deep learning fail and how to tackle it? A critical analysis on polymer sequence-property surrogate modelscited by 1
- 2021Handwritten Digit Recognition using Machine and Deep Learning Algorithmscited by 0
- 2023Semantic Segmentation of Radar Detections using Convolutions on Point Cloudscited by 0
- 2024P-MSDiff: Parallel Multi-Scale Diffusion for Remote Sensing Image Segmentationcited by 0
- 2025A Transformer-in-Transformer Network Utilizing Knowledge Distillation for Image Recognitioncited by 0
- 2025Evaluating Deep Learning Models for African Wildlife Image Classification: From DenseNet to Vision Transformerscited by 0
- 2026ORViT-DR: Ordinally-Robust Hybrid ViT for Low-Resolution Diabetic Retinopathy Gradingcited by 0
- 2026ORViT-DR: Ordinally-Robust Hybrid ViT for Low-Resolution Diabetic Retinopathy Grading16 Aug 2026
- 2025Evaluating Deep Learning Models for African Wildlife Image Classification: From DenseNet to Vision Transformers28 Jul 2025
- 2025A Transformer-in-Transformer Network Utilizing Knowledge Distillation for Image Recognition24 Feb 2025
- 2024P-MSDiff: Parallel Multi-Scale Diffusion for Remote Sensing Image Segmentation30 May 2024
- 2023Robust Brain MRI Image Classification with SIBOW-SVM15 Nov 2023
- 2023eXplainable Artificial Intelligence (XAI) in aging clock models21 Jul 2023
- 2023Semantic Segmentation of Radar Detections using Convolutions on Point Clouds22 May 2023
- 2023From Online Behaviours to Images: A Novel Approach to Social Bot Detection15 Apr 2023
- 2022Selective Amnesia: On Efficient, High-Fidelity and Blind Suppression of Backdoor Effects in Trojaned Machine Learning Models9 Dec 2022
- 2022Permutation-Invariant Tabular Data Synthesis17 Nov 2022
- 2022When does deep learning fail and how to tackle it? A critical analysis on polymer sequence-property surrogate models12 Oct 2022
- 2022Vision-based Human Fall Detection Systems using Deep Learning: A Review22 Jul 2022
8 more
- 2022A scalable deep learning approach for solving high-dimensional dynamic optimal transport16 May 2022
- 2022VisCUIT: Visual Auditor for Bias in CNN Image Classifier12 Apr 2022
- 2022Learning Intermediate Representations using Graph Neural Networks for NUMA and Prefetchers Optimization1 Mar 2022
- 2021A Contactless Fingerprint Recognition System20 Aug 2021
- 2021When Differential Privacy Meets Interpretability: A Case Study24 Jun 2021
- 2021Handwritten Digit Recognition using Machine and Deep Learning Algorithms23 Jun 2021
- 2021Functional Protein Structure Annotation Using a Deep Convolutional Generative Adversarial Network18 Apr 2021
- 2021Convolution Neural Network Hyperparameter Optimization Using Simplified Swarm Optimization6 Mar 2021
- 2022Selective Amnesia: On Efficient, High-Fidelity and Blind Suppression of Backdoor Effects in Trojaned Machine Learning Modelscited by 11
- 2022Learning Intermediate Representations using Graph Neural Networks for NUMA and Prefetchers Optimizationcited by 9
- 2021When Differential Privacy Meets Interpretability: A Case Studycited by 8
- 2022VisCUIT: Visual Auditor for Bias in CNN Image Classifiercited by 8
- 2022Vision-based Human Fall Detection Systems using Deep Learning: A Reviewcited by 7
- 2022Permutation-Invariant Tabular Data Synthesiscited by 6
- 2022A scalable deep learning approach for solving high-dimensional dynamic optimal transportcited by 5
- 2021A Contactless Fingerprint Recognition Systemcited by 3
- 2023From Online Behaviours to Images: A Novel Approach to Social Bot Detectioncited by 2
- 2023eXplainable Artificial Intelligence (XAI) in aging clock modelscited by 2
- 2023Robust Brain MRI Image Classification with SIBOW-SVMcited by 2
- 2021Convolution Neural Network Hyperparameter Optimization Using Simplified Swarm Optimizationcited by 1
12 most cited of 18 All 18 (JSON)
- 2026ORViT-DR: Ordinally-Robust Hybrid ViT for Low-Resolution Diabetic Retinopathy Grading16 Aug 2026
- 2025Evaluating Deep Learning Models for African Wildlife Image Classification: From DenseNet to Vision Transformers28 Jul 2025
- 2023Robust Brain MRI Image Classification with SIBOW-SVM15 Nov 2023
- 2023eXplainable Artificial Intelligence (XAI) in aging clock models21 Jul 2023
- 2023Semantic Segmentation of Radar Detections using Convolutions on Point Clouds22 May 2023
- 2023From Online Behaviours to Images: A Novel Approach to Social Bot Detection15 Apr 2023
- 2022Selective Amnesia: On Efficient, High-Fidelity and Blind Suppression of Backdoor Effects in Trojaned Machine Learning Models9 Dec 2022
- 2022Permutation-Invariant Tabular Data Synthesis17 Nov 2022
- 2022When does deep learning fail and how to tackle it? A critical analysis on polymer sequence-property surrogate models12 Oct 2022
- 2022Vision-based Human Fall Detection Systems using Deep Learning: A Review22 Jul 2022
- 2022A scalable deep learning approach for solving high-dimensional dynamic optimal transport16 May 2022
- 2022VisCUIT: Visual Auditor for Bias in CNN Image Classifier12 Apr 2022
12 newest of 18 All 18 (JSON)