Some Improvements on Deep Convolutional Neural Network Based Image Classification

Abstract: We investigate multiple techniques to improve upon the current state of the art deep convolutional neural network based image classification pipeline. The techiques include adding more image transformations to training data, adding more transformations to generate additional predictions at test time and using complementary models applied to higher resolution images. This paper summarizes our entry in the Imagenet Large Scale Visual Recognition Challenge 2013. Our system achieved a top 5 classification error rate of 13.55% using no external data which is over a 20% relative improvement on the previous year's winner.

• Publication year

  2013

• Venue

  International Conference on Learning Representations

• Publication date

  2013-12-18

• Fields of study

  Computer Science

• Identifiers
  arXiv 1312.5402
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar

• No claims are published for this paper.

• No concepts are published for this paper.

• Visualizing and Understanding Convolutional Networks

  2013cited by this paper
• Multi-column deep neural networks for image classification

  2012cited by this paper
• ImageNet classification with deep convolutional neural networks

  2012influential reference
• Improving neural networks by preventing co-adaptation of feature detectors

  2012cited by this paper
• ImageNet: A large-scale hierarchical image database

  2009influential reference
• Lessons from the Netflix prize challenge

  2007cited by this paper
• Stacked generalization

  1992cited by this paper
• Backpropagation Applied to Handwritten Zip Code Recognition

  1989cited by this paper

• VLM-UQBench: A Benchmark for Modality-Specific and Cross-Modality Uncertainties in Vision Language Models

  2026cites this paper
• SurfaceVision

  2025cites this paper
• Partial Permutations Comparison, Maintenance and Applications

  2025cites this paper
• CrowdCL: Unsupervised Crowd Counting Network via Contrastive Learning

  2025cites this paper
• PFLO: a high-throughput pose estimation model for field maize based on YOLO architecture

  2025cites this paper
• Steganographic Embeddings as an Effective Data Augmentation

  2025cites this paper
• Diffusion-based low-light image enhancement with Kolmogorov-Arnold Networks (KANs)

  2025cites this paper
• Exploring DeiT Transformers for Dermoscopic Image Classification: A Pilot Study

  2025cites this paper
• Modeling and Optimization of Multimodal Image Classification Based on ResNeXt and BERT

  2025cites this paper
• DeepSkinGuard: A CNN-based Preventive System for Melanoma Identification

  2025cites this paper
• Mobile Captured Document Classification based on Blind Image Quality Assessment Model using Brisque

  2025cites this paper
• Vision-Only-Based Control of Approaching Disabled Satellites via Deep Learning

  2024cites this paper
• Deep Learning-Based Anomaly Detection System for Automatic Traffic Identification and Localization

  2024cites this paper
• Multiscale Deep Learning for Detection and Recognition: A Comprehensive Survey

  2024cites this paper
• Prediction of the mean fragment size in mine blasting operations by deep learning and grey wolf optimization algorithm

  2024cites this paper
• Comprehensive Review of Deep Learning Models for Plant Disease Detection with a Focus on Apple Leaf Pathologies

  2024cites this paper
• Self-Supervison with data-augmentation improves few-shot learning

  2024cites this paper
• Cognitive Land Cover Mapping: A Three-Layer Deep Learning Architecture for Remote Sensing Data Classification

  2024cites this paper
• Breaking The Ice: Video Segmentation for Close-Range Ice-Covered Waters

  2024cites this paper
• Incorporating Human Intuitions into Data Augmentation to Detect Concentration on Conversation

  2024cites this paper
• Enhancing deep learning image classification using data augmentation and genetic algorithm-based optimization

  2024cites this paper
• Diagnosing the Severity of Knee Osteoarthritis Using Regression Scores From Artificial Intelligence Convolution Neural Networks.

  2024cites this paper
• The Quest for the Application of Artificial Intelligence to Whole Slide Imaging: Unique Prospective from New Advanced Tools

  2024cites this paper
• VGG-SSD Model for Weapon Detection using Image Processing

  2024cites this paper
• The Potential for Material Property Characterization Using Physics-Informed Neural Networks and Ultrasonic Wave Data

  2024cites this paper
• Enhancing Water-Deficient Potato Plant Identification: Assessing Realistic Performance of Attention-Based Deep Neural Networks and Hyperspectral Imaging for Agricultural Applications

  2024cites this paper
• Test-Time Distribution Normalization for Contrastively Learned Visual-language Models

  2023cites this paper
• Interpolation for Robust Learning: Data Augmentation on Geodesics

  2023cites this paper
• An Effective Framework for Identifying Pneumonia in Healthcare Using a Convolutional Neural Network

  2023cites this paper
• Wire Rope Defect Recognition Method Based on MFL Signal Analysis and 1D-CNNs

  2023cites this paper
• A Machine Learning Approach for Identification of Low-Head Dams

  2023cites this paper
• Performance Analysis of Deep Learning Algorithms in Diagnosis of Malaria Disease

  2023cites this paper
• Temporal Contrastive Learning for Spiking Neural Networks

  2023cites this paper
• Similarity measures-based graph co-contrastive learning for drug–disease association prediction

  2023cites this paper
• Field Detection from Satellite Images with Deep Learning Methods

  2023cites this paper
• State-of-the-Art Object Detection: An Overview of YOLO Variants and their Performance

  2023cites this paper
• Test-Time Augmentation for 3D Point Cloud Classification and Segmentation

  2023cites this paper
• Interpolation for Robust Learning: Data Augmentation on Wasserstein Geodesics

  2023cites this paper
• CNN-SVM for prediction Alzheimer disease in early step

  2023cites this paper
• Multi-view and multi-augmentation for self-supervised visual representation learning

  2023cites this paper
• Real-time robotic hand control using human gesture recognition

  2023cites this paper
• CoCoSoDa: Effective Contrastive Learning for Code Search

  2022cites this paper
• A Novel End-to-End Object Detection Model Based on Multi-scale Deformable Attention Module

  2022cites this paper
• CNN-BASED FEATURES FOR FILTERING OF CRISIS RELATED SOCIAL MEDIA MESSAGES

  2022influential citation
• Realization of tree and grass recognition based on AlexNet

  2022cites this paper
• Carbonate lithofacies classification in optical microscopy: a data-centric approach using augmentation and GAN synthetic images

  2022cites this paper
• Transfer learning considering the impact of data augmentation on each layer of the source model

  2022cites this paper
• Image Clustering Algorithm Based on Predefined Evenly-Distributed Class Centroids and Composite Cosine Distance

  2022cites this paper
• DMRNet++: Learning Discriminative Features With Decoupled Networks and Enriched Pairs for One-Step Person Search

  2022cites this paper
• Efficient Trajectory Similarity Computation with Contrastive Learning

  2022cites this paper
• AI Assistance for Home Surveillance

  2022influential citation
• Deep Learning Methods for Early Detection of Monkeypox Skin Lesion

  2022cites this paper
• LWMA-Net: Light-weighted morphology attention learning for human embryo grading

  2022cites this paper
• Using Additional Information to Improve Classification of Clothing Item

  2022cites this paper
• Multi-Augmentation for Efficient Self-Supervised Visual Representation Learning

  2022cites this paper
• Modifications of the Correlation Method of Face Detection in Biometric Identification Systems (short paper)

  2022cites this paper
• Intelligent meta-model construction and global stochastic sensitivity analysis based on PSO-CNN

  2022cites this paper
• DU-Net based Unsupervised Contrastive Learning for Cancer Segmentation in Histology Images

  2022cites this paper
• Impact of Activation, Optimization, and Regularization Methods on the Facial Expression Model Using CNN

  2022cites this paper
• A Diver Attention Estimation Framework for Effective Underwater Human-Robot Interaction

  2022cites this paper
• The Performance Research of the Data Augmentation Method for Image Classification

  2022cites this paper
• Enhancing Semantic Code Search with Multimodal Contrastive Learning and Soft Data Augmentation

  2022cites this paper
• The Classification of Music and Art Genres under the Visual Threshold of Deep Learning

  2022cites this paper
• Consistent attentive dual branch network for person re-identification

  2022cites this paper
• ECG Data Analysis with Denoising Approach and Customized CNNs

  2022cites this paper
• VGGIN-Net: Deep Transfer Network for Imbalanced Breast Cancer Dataset

  2022cites this paper
• Multi-Augmentation for Efficient Visual Representation Learning for Self-supervised Pre-training

  2022cites this paper
• Experimental Study of Cloud-to-Ground Lightning Nowcasting with Multisource Data Based on a Video Prediction Method

  2022cites this paper
• Application of multidomain sensor image fusion and training data augmentation for enhanced CNN image classification

  2022cites this paper
• A Survey of Deep Learning Techniques for Underwater Image Classification

  2022cites this paper
• On the Origins of the Block Structure Phenomenon in Neural Network Representations

  2022cites this paper
• Learn From the Past: Experience Ensemble Knowledge Distillation

  2022cites this paper
• InsCon: Instance Consistency Feature Representation via Self-Supervised Learning

  2022cites this paper
• A Survey: Image Classification Models Based on Convolutional Neural Networks

  2022cites this paper
• Comparative Analysis of Recent Architecture of Convolutional Neural Network

  2022cites this paper
• Progressive 3-Layered Block Architecture for Image Classification

  2022cites this paper
• Vision-Based American Sign Language Classification Approach via Deep Learning

  2022cites this paper
• COVID-19 prognosis using limited chest X-ray images

  2022cites this paper
• Enhanced Performance of Pre-Trained Networks by Matched Augmentation Distributions

  2022cites this paper
• A CNN model used in a web page to classify skin cancer

  2022cites this paper
• Poultry diseases diagnostics models using deep learning

  2022influential citation
• MobileDenseNet: A new approach to object detection on mobile devices

  2022influential citation
• Comparison of multi-class and fusion of multiple single-class SegNet model for mapping karst wetland vegetation using UAV images

  2022cites this paper
• Exploring Text Recombination for Automatic Narrative Level Detection

  2022cites this paper
• Robust and Efficient Imbalanced Positive-Unlabeled Learning with Self-supervision

  2022cites this paper
• Real-Time Cattle Interaction Recognition via Triple-stream Network

  2022cites this paper
• Deep invariant networks with differentiable augmentation layers

  2022cites this paper
• Semi-Supervised Representative Region Texture Extraction of Façade

  2022cites this paper
• The Research on Image Classification Based on Convolutional Neural Network

  2022cites this paper
• Learning Hierarchical Representations with Spike-and-Slab Inception Network

  2021cites this paper
• The influence of the activation function in a capsule network for brain tumor type classification

  2021cites this paper
• Understanding and Improving Robustness of Vision Transformers through Patch-based Negative Augmentation

  2021cites this paper
• Pix2seq: A Language Modeling Framework for Object Detection

  2021influential citation
• Disease Detection in Apple Leaves Using Deep Convolutional Neural Network

  2021cites this paper
• Face SSD: A Real-time Face Detector based on SSD

  2021cites this paper
• Towards Learning Spatially Discriminative Feature Representations

  2021cites this paper
• Big transfer learning for automated skin cancer classification

  2021cites this paper
• Bridging Gap between Image Pixels and Semantics via Supervision: A Survey

  2021influential citation
• Privacy-Preserving Image Classification Using Convolutional Neural Networks

  2021cites this paper
• Parallel and Scalable Deep Learning Algorithms for High Performance Computing Architectures

  2021cites this paper