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 3301–3325 of 10420 papers

Title	Date	Tasks	Status	Score
Dynamic Convolution: Attention over Convolution Kernels	Dec 7, 2019	Image ClassificationKeypoint Detection	CodeCode Available	5
Dynamic Convolutions: Exploiting Spatial Sparsity for Faster Inference	Dec 6, 2019	Image ClassificationPose Estimation	CodeCode Available	5
Understanding and Robustifying Differentiable Architecture Search	Sep 20, 2019	Disparity Estimationimage-classification	CodeCode Available	5
Multi-Label Classification of Thoracic Diseases using Dense Convolutional Network on Chest Radiographs	Feb 8, 2022	Decision MakingDisease Prediction	CodeCode Available	5
Improving Fairness in Image Classification via Sketching	Oct 31, 2022	ClassificationFairness	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
Deep Manifold Embedding for Hyperspectral Image Classification	Dec 24, 2019	ClassificationClustering	CodeCode Available	5
Improving Confident-Classifiers For Out-of-distribution Detection	Sep 25, 2019	image-classificationImage Classification	CodeCode Available	5
Multi-layered tensor networks for image classification	Nov 13, 2020	ClassificationGeneral Classification	CodeCode Available	5
Deeply-Supervised Nets	Sep 18, 2014	ClassificationGeneral Classification	CodeCode Available	5
A Certified Radius-Guided Attack Framework to Image Segmentation Models	Apr 5, 2023	image-classificationImage 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 (α, f)-Byzantine Resilience in Federated Learning via layerwise aggregation and cosine distance	Mar 27, 2025	Computational EfficiencyFederated Learning	CodeCode Available	5
Deep Low-Shot Learning for Biological Image Classification and Visualization from Limited Training Samples	Oct 20, 2020	General Classificationimage-classification	CodeCode Available	5
Multilingual Vision-Language Pre-training for the Remote Sensing Domain	Oct 30, 2024	Cross-Modal Retrievalimage-classification	CodeCode Available	5
Dynamic Loss For Robust Learning	Nov 22, 2022	Image ClassificationLearning with noisy labels	CodeCode Available	5
Adaptively Connected Neural Networks	Apr 7, 2019	Document 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 Calibration by Relating Focal Loss, Temperature Scaling, and Properness	Aug 21, 2024	image-classificationImage Classification	CodeCode Available	5
Improving Deep Neural Network Random Initialization Through Neuronal Rewiring	Jul 17, 2022	image-classificationImage Classification	CodeCode Available	5
Dynamic Mode Decomposition based feature for Image Classification	Oct 8, 2019	BIG-bench Machine LearningClassification	CodeCode Available	5
Deep Learning with Gaussian Differential Privacy	Nov 26, 2019	Deep LearningGeneral Classification	CodeCode Available	5
Deep learning with Elastic Averaging SGD	Dec 20, 2014	Deep Learningimage-classification	CodeCode Available	5
Deep Learning with Eigenvalue Decay Regularizer	Apr 24, 2016	ClassificationDeep 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