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 4126–4150 of 10420 papers

Title	Date	Tasks	Status	Score
Attend and Guide (AG-Net): A Keypoints-driven Attention-based Deep Network for Image Recognition	Oct 23, 2021	Fine-Grained Image RecognitionImage Classification	CodeCode Available	5
Hyperspectral Image Classification in the Presence of Noisy Labels	Sep 12, 2018	ClassificationGeneral Classification	CodeCode Available	5
Coupling Adaptive Batch Sizes with Learning Rates	Dec 15, 2016	image-classificationImage Classification	CodeCode Available	5
Hyperspectral Image Classification: Artifacts of Dimension Reduction on Hybrid CNN	Jan 25, 2021	ClassificationDimensionality Reduction	CodeCode Available	5
Couplformer:Rethinking Vision Transformer with Coupling Attention Map	Dec 10, 2021	image-classificationImage Classification	CodeCode Available	5
Hyperparameter Ensembles for Robustness and Uncertainty Quantification	Jun 24, 2020	Diversityimage-classification	CodeCode Available	5
Hyper-Process Model: A Zero-Shot Learning algorithm for Regression Problems based on Shape Analysis	Oct 16, 2018	General Classificationimage-classification	CodeCode Available	5
Countering Adversarial Images using Input Transformations	Oct 31, 2017	Adversarial DefenseGeneral Classification	CodeCode Available	5
Counterfactual Reasoning for Multi-Label Image Classification via Patching-Based Training	Apr 9, 2024	Causal Inferencecounterfactual	CodeCode Available	5
Deeply-supervised Knowledge Synergy	Jun 3, 2019	General Classificationimage-classification	CodeCode Available	5
Hyperbolic Sliced-Wasserstein via Geodesic and Horospherical Projections	Nov 18, 2022	image-classificationImage Classification	CodeCode Available	5
HyperDID: Hyperspectral Intrinsic Image Decomposition with Deep Feature Embedding	Nov 25, 2023	ClassificationHyperspectral image analysis	CodeCode Available	5
Hyperspectral Image Classification With Contrastive Graph Convolutional Network	May 11, 2022	ClassificationContrastive Learning	CodeCode Available	5
Counterfactual Explanation and Instance-Generation using Cycle-Consistent Generative Adversarial Networks	Jan 21, 2023	counterfactualCounterfactual Explanation	CodeCode Available	5
A Transformer Framework for Data Fusion and Multi-Task Learning in Smart Cities	Nov 18, 2022	Computational EfficiencyHumanitarian	CodeCode Available	5
A Transfer Learning and Explainable Solution to Detect mpox from Smartphones images	May 29, 2023	image-classificationImage Classification	CodeCode Available	5
A Training Framework for Optimal and Stable Training of Polynomial Neural Networks	May 16, 2025	Audio ClassificationHomomorphic Encryption for Deep Learning	CodeCode Available	5
HybridSN: Exploring 3D-2D CNN Feature Hierarchy for Hyperspectral Image Classification	Feb 18, 2019	ClassificationGeneral Classification	CodeCode Available	5
Co-Teaching for Unsupervised Domain Adaptation and Expansion	Apr 4, 2022	Domain Adaptationimage-classification	CodeCode Available	5
A trainable monogenic ConvNet layer robust in front of large contrast changes in image classification	Sep 14, 2021	image-classificationImage Classification	CodeCode Available	5
A Hierarchical Grocery Store Image Dataset with Visual and Semantic Labels	Jan 3, 2019	ClassificationGeneral Classification	CodeCode Available	5
HyenaPixel: Global Image Context with Convolutions	Feb 29, 2024	Image ClassificationObject Detection	CodeCode Available	5
Drop Clause: Enhancing Performance, Interpretability and Robustness of the Tsetlin Machine	May 30, 2021	image-classificationImage Classification	CodeCode Available	5
Cost-Effective Active Learning for Deep Image Classification	Jan 13, 2017	Active LearningClassification	CodeCode Available	5
Human-in-the-Loop Visual Re-ID for Population Size Estimation	Dec 8, 2023	ClusteringFine-Grained Image 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