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 3276–3300 of 10420 papers

Title	Date	Tasks	Status	Score
Deep Multi-View Spatial-Temporal Network for Taxi Demand Prediction	Feb 23, 2018	image-classificationImage Classification	CodeCode Available	5
BASS Net: Band-Adaptive Spectral-Spatial Feature Learning Neural Network for Hyperspectral Image Classification	Dec 1, 2016	ClassificationDeep Learning	CodeCode Available	5
Improving Ensemble Distillation With Weight Averaging and Diversifying Perturbation	Jun 30, 2022	Diversityimage-classification	CodeCode Available	5
Improving Fairness in Image Classification via Sketching	Oct 31, 2022	ClassificationFairness	CodeCode Available	5
3D Wavelet Convolutions with Extended Receptive Fields for Hyperspectral Image Classification	Apr 15, 2025	Hyperspectral Image Classificationimage-classification	CodeCode Available	5
Improving Confident-Classifiers For Out-of-distribution Detection	Sep 25, 2019	image-classificationImage Classification	CodeCode Available	5
An In-Depth Analysis of Adversarial Discriminative Domain Adaptation for Digit Classification	Dec 27, 2024	ClassificationDomain Adaptation	CodeCode Available	5
Improving Calibration by Relating Focal Loss, Temperature Scaling, and Properness	Aug 21, 2024	image-classificationImage Classification	CodeCode Available	5
Adaptive Meta-Learning for Identification of Rover-Terrain Dynamics	Sep 21, 2020	ClassificationGeneral Classification	CodeCode Available	5
Improving Classification Neural Networks by using Absolute activation function (MNIST/LeNET-5 example)	Apr 23, 2023	Image Classification	CodeCode Available	5
Improving Deep Neural Network Random Initialization Through Neuronal Rewiring	Jul 17, 2022	image-classificationImage Classification	CodeCode Available	5
Deep Multimodality Model for Multi-task Multi-view Learning	Jan 25, 2019	General Classificationimage-classification	CodeCode Available	5
A Multimodal Approach For Endoscopic VCE Image Classification Using BiomedCLIP-PubMedBERT	Oct 25, 2024	Diagnosticimage-classification	CodeCode Available	5
Deep Modeling and Optimization of Medical Image Classification	May 29, 2025	AvgClassification	CodeCode Available	5
Towards Difficulty-Agnostic Efficient Transfer Learning for Vision-Language Models	Nov 27, 2023	General Knowledgeimage-classification	CodeCode Available	5
Deep Metric Learning-Based Feature Embedding for Hyperspectral Image Classification	Oct 30, 2019	Domain AdaptationFew-Shot Image Classification	CodeCode Available	5
Understanding and Robustifying Differentiable Architecture Search	Sep 20, 2019	Disparity Estimationimage-classification	CodeCode Available	5
Improving (α, f)-Byzantine Resilience in Federated Learning via layerwise aggregation and cosine distance	Mar 27, 2025	Computational EfficiencyFederated Learning	CodeCode Available	5
Improving Generalizability of Kolmogorov-Arnold Networks via Error-Correcting Output Codes	May 9, 2025	Classificationimage-classification	CodeCode Available	5
Deep Manifold Embedding for Hyperspectral Image Classification	Dec 24, 2019	ClassificationClustering	CodeCode Available	5
Dynamic 3D KAN Convolution with Adaptive Grid Optimization for Hyperspectral Image Classification	Apr 21, 2025	Hyperspectral Image Classificationimage-classification	CodeCode Available	5
Image Data Augmentation Approaches: A Comprehensive Survey and Future directions	Jan 7, 2023	Data Augmentationimage-classification	CodeCode Available	5
Dynamic Channel Selection in Self-Supervised Learning	Jul 25, 2022	channel selectionimage-classification	CodeCode Available	5
Improved robustness of reinforcement learning policies upon conversion to spiking neuronal network platforms applied to ATARI games	Mar 26, 2019	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
Improved Training Speed, Accuracy, and Data Utilization Through Loss Function Optimization	May 27, 2019	AutoMLimage-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