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 2751–2775 of 10420 papers

Title	Date	Tasks	Status	Score
A CNN with Noise Inclined Module and Denoise Framework for Hyperspectral Image Classification	May 25, 2022	ClassificationHyperspectral Image Classification	CodeCode Available	5
Improving Pre-Trained Weights Through Meta-Heuristics Fine-Tuning	Dec 19, 2022	image-classificationImage Classification	CodeCode Available	5
Improving Pairwise Ranking for Multi-label Image Classification	Apr 11, 2017	ClassificationGeneral Classification	CodeCode Available	5
Improving Prototypical Visual Explanations with Reward Reweighing, Reselection, and Retraining	Jul 8, 2023	image-classificationImage Classification	CodeCode Available	5
Bounded logit attention: Learning to explain image classifiers	May 31, 2021	Explainable artificial intelligencefeature selection	CodeCode Available	5
Improving Nonlinear Projection Heads using Pretrained Autoencoder Embeddings	Aug 25, 2024	Contrastive Learningimage-classification	CodeCode Available	5
A Deeper Look into Convolutions via Eigenvalue-based Pruning	Feb 4, 2021	image-classificationImage Classification	CodeCode Available	5
Improving Neural Architecture Search Image Classifiers via Ensemble Learning	Mar 14, 2019	Ensemble LearningImage Classification	CodeCode Available	5
Improving Random-Sampling Neural Architecture Search by Evolving the Proxy Search Space	Jan 1, 2021	image-classificationImage Classification	CodeCode Available	5
Born Again Neural Networks	May 12, 2018	Image ClassificationKnowledge Distillation	CodeCode Available	5
Improving Memory Efficiency for Training KANs via Meta Learning	Jun 9, 2025	image-classificationImage Classification	CodeCode Available	5
Bootstrapping the Relationship Between Images and Their Clean and Noisy Labels	Oct 17, 2022	Image ClassificationLearning with noisy labels	CodeCode Available	5
Boosting with Lexicographic Programming: Addressing Class Imbalance without Cost Tuning	Aug 31, 2017	ClassificationGeneral Classification	CodeCode Available	5
3D CNN with Localized Residual Connections for Hyperspectral Image Classification	Dec 6, 2019	ClassificationGeneral 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 model calibration with accuracy versus uncertainty optimization	Dec 14, 2020	image-classificationImage Classification	CodeCode Available	5
Improving Generalization of Batch Whitening by Convolutional Unit Optimization	Aug 24, 2021	image-classificationImage Classification	CodeCode Available	5
A Gradient Boosting Approach for Training Convolutional and Deep Neural Networks	Feb 22, 2023	Classificationimage-classification	CodeCode Available	5
Improving Generalization and Convergence by Enhancing Implicit Regularization	May 31, 2024	image-classificationImage Classification	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 empirical study on the effects of different types of noise in image classification tasks	Sep 9, 2016	ClassificationDenoising	CodeCode Available	5
Boosting Occluded Image Classification via Subspace Decomposition Based Estimation of Deep Features	Jan 13, 2020	ClassificationGeneral Classification	CodeCode Available	5
Attention Augmented Convolutional Networks	Apr 22, 2019	General Classificationimage-classification	CodeCode Available	5
Improving Fairness in Image Classification via Sketching	Oct 31, 2022	ClassificationFairness	CodeCode Available	5
Improving Generalizability of Kolmogorov-Arnold Networks via Error-Correcting Output Codes	May 9, 2025	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