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 3376–3400 of 10420 papers

Title	Date	Tasks	Status	Score
Privacy-Aware Lifelong Learning	May 16, 2025	image-classificationImage Classification	CodeCode Available	5
Neural Rate Estimator and Unsupervised Learning for Efficient Distributed Image Analytics in Split-DNN Models	Jan 1, 2023	image-classificationImage Classification	CodeCode Available	5
NeuroInspect: Interpretable Neuron-based Debugging Framework through Class-conditional Visualizations	Oct 11, 2023	counterfactualDecision Making	CodeCode Available	5
BagFlip: A Certified Defense against Data Poisoning	May 26, 2022	Backdoor AttackData Poisoning	CodeCode Available	5
Improving Ensemble Distillation With Weight Averaging and Diversifying Perturbation	Jun 30, 2022	Diversityimage-classification	CodeCode Available	5
Effective Model Sparsification by Scheduled Grow-and-Prune Methods	Jun 18, 2021	image-classificationImage Classification	CodeCode Available	5
NiNformer: A Network in Network Transformer with Token Mixing Generated Gating Function	Mar 4, 2024	image-classificationImage Classification	CodeCode Available	5
Improving Generalization and Convergence by Enhancing Implicit Regularization	May 31, 2024	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 (α, f)-Byzantine Resilience in Federated Learning via layerwise aggregation and cosine distance	Mar 27, 2025	Computational EfficiencyFederated Learning	CodeCode Available	5
Noise Stability Optimization for Finding Flat Minima: A Hessian-based Regularization Approach	Jun 14, 2023	Data Augmentationimage-classification	CodeCode Available	5
Improving Calibration by Relating Focal Loss, Temperature Scaling, and Properness	Aug 21, 2024	image-classificationImage Classification	CodeCode Available	5
Towards Difficulty-Agnostic Efficient Transfer Learning for Vision-Language Models	Nov 27, 2023	General Knowledgeimage-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
Deep Learning for Identifying Metastatic Breast Cancer	Jun 18, 2016	Deep LearningGeneral Classification	CodeCode Available	5
Deep Learning for Identifying Iran's Cultural Heritage Buildings in Need of Conservation Using Image Classification and Grad-CAM	Feb 28, 2023	Data Augmentationimage-classification	CodeCode Available	5
BR-NPA: A Non-Parametric High-Resolution Attention Model to improve the Interpretability of Attention	Jun 4, 2021	ClassificationFine-Grained Image Classification	CodeCode Available	5
Adaptive hybrid activation function for deep neural networks	Apr 25, 2022	Activation Function Synthesisimage-classification	CodeCode Available	5
Effects of the Nonlinearity in Activation Functions on the Performance of Deep Learning Models	Oct 14, 2020	image-classificationImage Classification	CodeCode Available	5
Improving Confident-Classifiers For Out-of-distribution Detection	Sep 25, 2019	image-classificationImage Classification	CodeCode Available	5
AMNet: Memorability Estimation with Attention	Apr 9, 2018	General Classificationimage-classification	CodeCode Available	5
Anomaly Detection of Adversarial Examples using Class-conditional Generative Adversarial Networks	May 21, 2021	Anomaly Detectionimage-classification	CodeCode Available	5
Deep Learning for Classical Japanese Literature	Dec 3, 2018	BIG-bench Machine LearningDeep Learning	CodeCode Available	5
Accurate Explanation Model for Image Classifiers using Class Association Embedding	Jun 12, 2024	ClassificationExplainable Models	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

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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