Image Classification

Image Classification is a fundamental task in vision recognition that aims to understand and categorize an image as a whole under a specific label. Unlike object detection, which involves classification and location of multiple objects within an image, image classification typically pertains to single-object images. When the classification becomes highly detailed or reaches instance-level, it is often referred to as image retrieval, which also involves finding similar images in a large database.

Source: Metamorphic Testing for Object Detection Systems

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 4326–4350 of 10420 papers

Title	Date	Tasks	Status	Score
Fully trainable Gaussian derivative convolutional layer	Jul 18, 2022	image-classificationImage Classification	CodeCode Available	5
Homogeneous Learning: Self-Attention Decentralized Deep Learning	Oct 11, 2021	Deep LearningFederated Learning	CodeCode Available	5
Fractional Max-Pooling	Dec 18, 2014	Image Classification	CodeCode Available	5
FractalNet: Ultra-Deep Neural Networks without Residuals	May 24, 2016	Image Classification	CodeCode Available	5
Image as a Foreign Language: BEiT Pretraining for All Vision and Vision-Language Tasks	Aug 22, 2022	AllCross-Modal Retrieval	CodeCode Available	5
Assisted Perception: Optimizing Observations to Communicate State	Aug 6, 2020	image-classificationImage Classification	CodeCode Available	5
Context-Aware Compilation of DNN Training Pipelines across Edge and Cloud	Dec 30, 2021	Feature CompressionImage Classification	CodeCode Available	5
Continual Learning with Deep Streaming Regularized Discriminant Analysis	Sep 15, 2023	Continual LearningImage Classification	CodeCode Available	5
Fixed-Point Convolutional Neural Network for Real-Time Video Processing in FPGA	Aug 29, 2018	image-classificationImage Classification	CodeCode Available	5
Use HiResCAM instead of Grad-CAM for faithful explanations of convolutional neural networks	Nov 17, 2020	General ClassificationImage Classification	CodeCode Available	5
High Performance Offline Handwritten Chinese Character Recognition Using GoogLeNet and Directional Feature Maps	May 19, 2015	image-classificationImage Classification	CodeCode Available	5
ISLE: An Intelligent Streaming Framework for High-Throughput AI Inference in Medical Imaging	May 24, 2023	Decision MakingImage Classification	CodeCode Available	5
Histogram Layers for Neural Engineered Features	Mar 25, 2024	image-classificationImage Classification	CodeCode Available	5
High Definition image classification in Geoscience using Machine Learning	Sep 25, 2020	BIG-bench Machine LearningClassification	CodeCode Available	5
Fourier Analysis on Robustness of Graph Convolutional Neural Networks for Skeleton-based Action Recognition	May 29, 2023	Action Recognitionimage-classification	CodeCode Available	5
High-fidelity Pseudo-labels for Boosting Weakly-Supervised Segmentation	Apr 5, 2023	image-classificationImage Classification	CodeCode Available	5
Histopathological Image Classification based on Self-Supervised Vision Transformer and Weak Labels	Oct 17, 2022	Histopathological Image Classificationimage-classification	CodeCode Available	5
Foundation Model Makes Clustering A Better Initialization For Cold-Start Active Learning	Feb 4, 2024	Active LearningClustering	CodeCode Available	5
Fossil Image Identification using Deep Learning Ensembles of Data Augmented Multiviews	Feb 16, 2023	image-classificationImage Classification	CodeCode Available	5
Enhancing Cross-task Transferability of Adversarial Examples with Dispersion Reduction	May 8, 2019	image-classificationImage Classification	CodeCode Available	5
ImageNot: A contrast with ImageNet preserves model rankings	Apr 2, 2024	image-classificationImage Classification	CodeCode Available	5
Hierarchical Mask-Enhanced Dual Reconstruction Network for Few-Shot Fine-Grained Image Classification	Jun 25, 2025	Fine-Grained Image Classificationimage-classification	CodeCode Available	5
Continuous Meta-Learning without Tasks	Dec 18, 2019	image-classificationImage Classification	CodeCode Available	5
Hiera: A Hierarchical Vision Transformer without the Bells-and-Whistles	Jun 1, 2023	Action ClassificationAction Recognition	CodeCode Available	5
Hide-and-Seek: A Data Augmentation Technique for Weakly-Supervised Localization and Beyond	Nov 6, 2018	Action LocalizationData Augmentation	CodeCode Available	5

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All datasets ImageNet CIFAR-10 CIFAR-100 STL-10 ObjectNet MNIST SVHN iNaturalist 2018 ImageNet ReaL Flowers-102 Clothing1M mini WebVision 1.0

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	CoCa (finetuned)	Top 1 Accuracy	91	—	Unverified
2	Model soups (BASIC-L)	Top 1 Accuracy	90.98	—	Unverified
3	Model soups (ViT-G/14)	Top 1 Accuracy	90.94	—	Unverified
4	DaViT-G	Top 1 Accuracy	90.4	—	Unverified
5	Meta Pseudo Labels (EfficientNet-L2)	Top 1 Accuracy	90.2	—	Unverified
6	DaViT-H	Top 1 Accuracy	90.2	—	Unverified
7	SwinV2-G	Top 1 Accuracy	90.17	—	Unverified
8	MAWS (ViT-6.5B)	Top 1 Accuracy	90.1	—	Unverified
9	Florence-CoSwin-H	Top 1 Accuracy	90.05	—	Unverified
10	RevCol-H	Top 1 Accuracy	90	—	Unverified