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 2926–2950 of 10420 papers

Title	Date	Tasks	Status	Score
Instance Temperature Knowledge Distillation	Jun 27, 2024	Decision MakingEfficient Exploration	CodeCode Available	5
Deployment of Image Analysis Algorithms under Prevalence Shifts	Mar 22, 2023	image-classificationImage Classification	CodeCode Available	5
Beyond Accuracy: Metrics that Uncover What Makes a 'Good' Visual Descriptor	Jul 4, 2025	Descriptiveimage-classification	CodeCode Available	5
Improving k-Means Clustering Performance with Disentangled Internal Representations	Jun 5, 2020	ClusteringDeep Clustering	CodeCode Available	5
SynerMix: Synergistic Mixup Solution for Enhanced Intra-Class Cohesion and Inter-Class Separability in Image Classification	Mar 21, 2024	image-classificationImage Classification	CodeCode Available	5
An Architecture Combining Convolutional Neural Network (CNN) and Support Vector Machine (SVM) for Image Classification	Dec 10, 2017	General Classificationimage-classification	CodeCode Available	5
Improving Intervention Efficacy via Concept Realignment in Concept Bottleneck Models	May 2, 2024	image-classificationImage Classification	CodeCode Available	5
Improving Long-tailed Object Detection with Image-Level Supervision by Multi-Task Collaborative Learning	Oct 11, 2022	ClassificationContrastive Learning	CodeCode Available	5
Improving Memory Efficiency for Training KANs via Meta Learning	Jun 9, 2025	image-classificationImage Classification	CodeCode Available	5
DENSER: Deep Evolutionary Network Structured Representation	Jan 4, 2018	Data AugmentationImage Classification	CodeCode Available	5
Dense open-set recognition with synthetic outliers generated by Real NVP	Nov 22, 2020	Autonomous Drivingimage-classification	CodeCode Available	5
DenseNet Models for Tiny ImageNet Classification	Apr 23, 2019	ClassificationGeneral Classification	CodeCode Available	5
Between-class Learning for Image Classification	Nov 28, 2017	ClassificationGeneral Classification	CodeCode Available	5
Exploring Adversarial Robustness of Vision Transformers in the Spectral Perspective	Aug 20, 2022	Adversarial Robustnessimage-classification	CodeCode Available	5
DenseNet for Breast Tumor Classification in Mammographic Images	Jan 24, 2021	ClassificationDiagnostic	CodeCode Available	5
DenseNet approach to segmentation and classification of dermatoscopic skin lesions images	Oct 9, 2021	ClassificationDiagnostic	CodeCode Available	5
Better Teacher Better Student: Dynamic Prior Knowledge for Knowledge Distillation	Jun 13, 2022	image-classificationImage Classification	CodeCode Available	5
Better Self-training for Image Classification through Self-supervision	Sep 2, 2021	Classificationimage-classification	CodeCode Available	5
Densely Connected Search Space for More Flexible Neural Architecture Search	Jun 23, 2019	Image ClassificationNeural Architecture Search	CodeCode Available	5
Adaptive Stochastic Natural Gradient Method for One-Shot Neural Architecture Search	May 21, 2019	image-classificationImage Classification	CodeCode Available	5
Improving Generalization of Batch Whitening by Convolutional Unit Optimization	Aug 24, 2021	image-classificationImage Classification	CodeCode Available	5
Improving model calibration with accuracy versus uncertainty optimization	Dec 14, 2020	image-classificationImage Classification	CodeCode Available	5
DGCNet: An Efficient 3D-Densenet based on Dynamic Group Convolution for Hyperspectral Remote Sensing Image Classification	Jul 13, 2023	Hyperspectral Image Classificationimage-classification	CodeCode Available	5
Improving Fairness in Image Classification via Sketching	Oct 31, 2022	ClassificationFairness	CodeCode Available	5
Dense and Diverse Capsule Networks: Making the Capsules Learn Better	May 10, 2018	General Classificationimage-classification	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