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 2301–2325 of 10420 papers

Title	Date	Tasks	Status	Score
Invariance encoding in sliced-Wasserstein space for image classification with limited training data	Jan 9, 2022	Data Augmentationimage-classification	CodeCode Available	5
Invariant backpropagation: how to train a transformation-invariant neural network	Feb 16, 2015	ClassificationData Augmentation	CodeCode Available	5
Invariant Shape Representation Learning For Image Classification	Nov 19, 2024	Classificationimage-classification	CodeCode Available	5
Interpret Your Decision: Logical Reasoning Regularization for Generalization in Visual Classification	Oct 6, 2024	ClassificationDomain Generalization	CodeCode Available	5
ARMA Nets: Expanding Receptive Field for Dense Prediction	Feb 15, 2020	image-classificationImage Classification	CodeCode Available	5
Intra-class Patch Swap for Self-Distillation	May 20, 2025	image-classificationImage Classification	CodeCode Available	5
A Baseline for Multi-Label Image Classification Using An Ensemble of Deep Convolutional Neural Networks	Nov 20, 2018	ClassificationData Augmentation	CodeCode Available	5
Spurious Feature Eraser: Stabilizing Test-Time Adaptation for Vision-Language Foundation Model	Mar 1, 2024	Fine-Grained Image Classificationimage-classification	CodeCode Available	5
Comparison Knowledge Translation for Generalizable Image Classification	May 7, 2022	Classificationimage-classification	CodeCode Available	5
Arithmetic addition of two integers by deep image classification networks: experiments to quantify their autonomous reasoning ability	Dec 10, 2019	General Classificationimage-classification	CodeCode Available	5
Comparing the Efficacy of Fine-Tuning and Meta-Learning for Few-Shot Policy Imitation	Jun 23, 2023	Few-Shot Image ClassificationFew-Shot Imitation Learning	CodeCode Available	5
ARIA: On the Interaction Between Architectures, Initialization and Aggregation Methods for Federated Visual Classification	Nov 24, 2023	Federated Learningimage-classification	CodeCode Available	5
Arguing Machines: Human Supervision of Black Box AI Systems That Make Life-Critical Decisions	Oct 12, 2017	Autonomous DrivingGeneral Classification	CodeCode Available	5
Interpretability Beyond Feature Attribution: Quantitative Testing with Concept Activation Vectors (TCAV)	Nov 30, 2017	General Classificationimage-classification	CodeCode Available	5
Interpretable and Interactive Deep Multiple Instance Learning for Dental Caries Classification in Bitewing X-rays	Dec 17, 2021	Classificationimage-classification	CodeCode Available	5
Interpretable Network Visualizations: A Human-in-the-Loop Approach for Post-hoc Explainability of CNN-based Image Classification	May 6, 2024	image-classificationImage Classification	CodeCode Available	5
InterpNET: Neural Introspection for Interpretable Deep Learning	Oct 26, 2017	ClassificationDeep Learning	CodeCode Available	5
Comparative Study Between Distance Measures On Supervised Optimum-Path Forest Classification	Feb 8, 2022	Anomaly DetectionBenchmarking	CodeCode Available	5
Perceptual Evaluation of Adversarial Attacks for CNN-based Image Classification	Jun 1, 2019	ClassificationGeneral Classification	CodeCode Available	5
Interlocking Backpropagation: Improving depthwise model-parallelism	Oct 8, 2020	image-classificationImage Classification	CodeCode Available	5
An Intelligent Remote Sensing Image Quality Inspection System	Jul 22, 2023	image-classificationImage Classification	CodeCode Available	5
Comparative Evaluation of Clustered Federated Learning Methods	Oct 18, 2024	Federated Learningimage-classification	CodeCode Available	5
Integrating kNN with Foundation Models for Adaptable and Privacy-Aware Image Classification	Feb 19, 2024	ClassificationContinual Learning	CodeCode Available	5
Intelligent Multi-View Test Time Augmentation	Jun 12, 2024	Classificationimage-classification	CodeCode Available	5
Interferometric Neural Networks	Oct 25, 2023	AstronomyCombinatorial Optimization	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