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 3051–3075 of 10420 papers

Title	Date	Tasks	Status	Score
KGTN-ens: Few-Shot Image Classification with Knowledge Graph Ensembles	Nov 6, 2022	Few-Shot Image Classificationimage-classification	CodeCode Available	5
Improving Deep Neural Network Random Initialization Through Neuronal Rewiring	Jul 17, 2022	image-classificationImage Classification	CodeCode Available	5
Benchmarking Deep Learning Models on NVIDIA Jetson Nano for Real-Time Systems: An Empirical Investigation	Jun 25, 2024	Action DetectionBenchmarking	CodeCode Available	5
Discretize-Optimize vs. Optimize-Discretize for Time-Series Regression and Continuous Normalizing Flows	May 27, 2020	image-classificationImage Classification	CodeCode Available	5
Deep Visual City Recognition Visualization	May 6, 2019	image-classificationImage Classification	CodeCode Available	5
Adaptive Sample Selection for Robust Learning under Label Noise	Jun 29, 2021	Image ClassificationImage Classification with Label Noise	CodeCode Available	5
Discriminative Active Learning	Jul 15, 2019	Active LearningBinary Classification	CodeCode Available	5
Boosting Deep Ensemble Performance with Hierarchical Pruning	Dec 7, 2021	Decision MakingDiversity	CodeCode Available	5
An Empirical Investigation of Randomized Defenses against Adversarial Attacks	Sep 12, 2019	Adversarial AttackGeneral Classification	CodeCode Available	5
Discriminative Feature Learning through Feature Distance Loss	May 23, 2022	Classificationimage-classification	CodeCode Available	5
Deep Variation-structured Reinforcement Learning for Visual Relationship and Attribute Detection	Mar 8, 2017	Attributeimage-classification	CodeCode Available	5
Analysing Training-Data Leakage from Gradients through Linear Systems and Gradient Matching	Oct 20, 2022	Attributeimage-classification	CodeCode Available	5
Improving Ensemble Distillation With Weight Averaging and Diversifying Perturbation	Jun 30, 2022	Diversityimage-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
Improving Calibration by Relating Focal Loss, Temperature Scaling, and Properness	Aug 21, 2024	image-classificationImage Classification	CodeCode Available	5
Benchmark Generation Framework with Customizable Distortions for Image Classifier Robustness	Oct 28, 2023	Benchmarkingimage-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 transfer learning method based on automatic domain alignment and moment matching	Jul 21, 2022	Domain AdaptationImage Classification	CodeCode Available	5
Fourier Transform Approximation as an Auxiliary Task for Image Classification	Jun 22, 2021	Classificationimage-classification	CodeCode Available	5
Discriminative Unsupervised Feature Learning with Convolutional Neural Networks	Dec 1, 2014	General ClassificationImage 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
Towards Difficulty-Agnostic Efficient Transfer Learning for Vision-Language Models	Nov 27, 2023	General Knowledgeimage-classification	CodeCode Available	5
Improving Confident-Classifiers For Out-of-distribution Detection	Sep 25, 2019	image-classificationImage Classification	CodeCode Available	5
Improving Fairness in Image Classification via Sketching	Oct 31, 2022	ClassificationFairness	CodeCode Available	5
An All-digital 8.6-nJ/Frame 65-nm Tsetlin Machine Image Classification Accelerator	Jan 31, 2025	Allimage-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