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 3326–3350 of 10420 papers

Title	Date	Tasks	Status	Score
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
Deep Learning using Linear Support Vector Machines	Jun 2, 2013	Deep LearningGeneral Classification	CodeCode Available	5
Balanced Mixture of SuperNets for Learning the CNN Pooling Architecture	Jun 21, 2023	Image ClassificationNeural Architecture Search	CodeCode Available	5
AmsterTime: A Visual Place Recognition Benchmark Dataset for Severe Domain Shift	Mar 30, 2022	Image ClassificationImage Retrieval	CodeCode Available	5
Deep Learning under Privileged Information Using Heteroscedastic Dropout	May 29, 2018	Deep Learningimage-classification	CodeCode Available	5
Balanced joint maximum mean discrepancy for deep transfer learning	May 27, 2020	Domain AdaptationImage Classification	CodeCode Available	5
Improving Deep Neural Network Random Initialization Through Neuronal Rewiring	Jul 17, 2022	image-classificationImage Classification	CodeCode Available	5
Multiscale Principle of Relevant Information for Hyperspectral Image Classification	Jul 13, 2019	ClassificationDimensionality Reduction	CodeCode Available	5
A Mosquito is Worth 16x16 Larvae: Evaluation of Deep Learning Architectures for Mosquito Larvae Classification	Sep 16, 2022	Classificationimage-classification	CodeCode Available	5
Targeted Deep Learning System Boundary Testing	Aug 12, 2024	Deep LearningDNN Testing	CodeCode Available	5
MaxVA: Fast Adaptation of Step Sizes by Maximizing Observed Variance of Gradients	Jun 21, 2020	Image ClassificationMachine Translation	CodeCode Available	5
Improving Ensemble Distillation With Weight Averaging and Diversifying Perturbation	Jun 30, 2022	Diversityimage-classification	CodeCode Available	5
Improving Long-tailed Object Detection with Image-Level Supervision by Multi-Task Collaborative Learning	Oct 11, 2022	ClassificationContrastive Learning	CodeCode Available	5
Improving singing voice separation with the Wave-U-Net using Minimum Hyperspherical Energy	Oct 22, 2019	Data Augmentationimage-classification	CodeCode Available	5
Early Diagnosis of Retinal Blood Vessel Damage via Deep Learning-Powered Collective Intelligence Models	Oct 17, 2022	image-classificationImage Classification	CodeCode Available	5
Early-exit deep neural networks for distorted images: providing an efficient edge offloading	Aug 20, 2021	image-classificationImage Classification	CodeCode Available	5
Successive Embedding and Classification Loss for Aerial Image Classification	Dec 5, 2017	ClassificationClustering	CodeCode Available	5
Towards Difficulty-Agnostic Efficient Transfer Learning for Vision-Language Models	Nov 27, 2023	General Knowledgeimage-classification	CodeCode Available	5
Adaptive Learning Rate and Momentum for Training Deep Neural Networks	Jun 22, 2021	image-classificationImage 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
Balanced Binary Neural Networks with Gated Residual	Sep 26, 2019	BinarizationGeneral 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
Improved Training Speed, Accuracy, and Data Utilization Through Loss Function Optimization	May 27, 2019	AutoMLimage-classification	CodeCode Available	5
Improving Calibration by Relating Focal Loss, Temperature Scaling, and Properness	Aug 21, 2024	image-classificationImage 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