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 2726–2750 of 10420 papers

Title	Date	Tasks	Status	Score
Improving singing voice separation with the Wave-U-Net using Minimum Hyperspherical Energy	Oct 22, 2019	Data Augmentationimage-classification	CodeCode Available	5
BRIDLE: Generalized Self-supervised Learning with Quantization	Feb 4, 2025	image-classificationImage Classification	CodeCode Available	5
A New Cervical Cytology Dataset for Nucleus Detection and Image Classification (Cervix93) and Methods for Cervical Nucleus Detection	Nov 23, 2018	BenchmarkingCervical Nucleus Detection	CodeCode Available	5
A Design Methodology for Efficient Implementation of Deconvolutional Neural Networks on an FPGA	May 7, 2017	CPUDenoising	CodeCode Available	5
Bridging Sensor Gaps via Attention Gated Tuning for Hyperspectral Image Classification	Sep 22, 2023	Computational EfficiencyHyperspectral Image Classification	CodeCode Available	5
An Evolutionary Approach to Dynamic Introduction of Tasks in Large-scale Multitask Learning Systems	May 25, 2022	Continual LearningFine-Grained Image Classification	CodeCode Available	5
Improving Pre-Trained Weights Through Meta-Heuristics Fine-Tuning	Dec 19, 2022	image-classificationImage Classification	CodeCode Available	5
Improving Prototypical Visual Explanations with Reward Reweighing, Reselection, and Retraining	Jul 8, 2023	image-classificationImage 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
Improving robustness to corruptions with multiplicative weight perturbations	Jun 24, 2024	Data Augmentationimage-classification	CodeCode Available	5
Improving the trustworthiness of image classification models by utilizing bounding-box annotations	Aug 15, 2021	BIG-bench Machine LearningClassification	CodeCode Available	5
Improving Neural Architecture Search Image Classifiers via Ensemble Learning	Mar 14, 2019	Ensemble LearningImage Classification	CodeCode Available	5
A Coefficient Makes SVRG Effective	Nov 9, 2023	Deep Learningimage-classification	CodeCode Available	5
Breast-NET: a lightweight DCNN model for breast cancer detection and grading using histological samples	Aug 10, 2024	Breast Cancer DetectionBreast Cancer Histology Image Classification	CodeCode Available	5
Improving model calibration with accuracy versus uncertainty optimization	Dec 14, 2020	image-classificationImage Classification	CodeCode Available	5
Improving Nonlinear Projection Heads using Pretrained Autoencoder Embeddings	Aug 25, 2024	Contrastive Learningimage-classification	CodeCode Available	5
Breast cancer image classification on WSI with spatial correlations	May 12, 2019	ClassificationGeneral Classification	CodeCode Available	5
A Deep Neuro-Fuzzy Network for Image Classification	Dec 22, 2019	ClassificationGeneral Classification	CodeCode Available	5
A Neural Network Architecture Combining Gated Recurrent Unit (GRU) and Support Vector Machine (SVM) for Intrusion Detection in Network Traffic Data	Sep 10, 2017	Binary ClassificationGeneral Classification	CodeCode Available	5
Improving Memory Efficiency for Training KANs via Meta Learning	Jun 9, 2025	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
3D-Convolution Guided Spectral-Spatial Transformer for Hyperspectral Image Classification	Apr 20, 2024	ClassificationHyperspectral Image Classification	CodeCode Available	5
Improving Intervention Efficacy via Concept Realignment in Concept Bottleneck Models	May 2, 2024	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 k-Means Clustering Performance with Disentangled Internal Representations	Jun 5, 2020	ClusteringDeep Clustering	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