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 3401–3425 of 10420 papers

Title	Date	Tasks	Status	Score
Efficient and Differentiable Conformal Prediction with General Function Classes	Feb 22, 2022	Conformal Predictionimage-classification	CodeCode Available	5
Adaptive hybrid activation function for deep neural networks	Apr 25, 2022	Activation Function Synthesisimage-classification	CodeCode Available	5
Improving Ensemble Distillation With Weight Averaging and Diversifying Perturbation	Jun 30, 2022	Diversityimage-classification	CodeCode Available	5
Multi-Label Noise Robust Collaborative Learning for Remote Sensing Image Classification	Dec 19, 2020	image-classificationImage Classification	CodeCode Available	5
Improving k-Means Clustering Performance with Disentangled Internal Representations	Jun 5, 2020	ClusteringDeep Clustering	CodeCode Available	5
Efficient approximation of Earth Mover's Distance Based on Nearest Neighbor Search	Jan 14, 2024	GPUimage-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
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
Bad Global Minima Exist and SGD Can Reach Them	Jun 6, 2019	Data Augmentationimage-classification	CodeCode Available	5
Deep Learning Development Environment in Virtual Reality	Jun 13, 2019	Data InteractionDeep Learning	CodeCode Available	5
On adversarial training and the 1 Nearest Neighbor classifier	Apr 9, 2024	Adversarial Robustnessimage-classification	CodeCode Available	5
On Batch Adaptive Training for Deep Learning: Lower Loss and Larger Step Size	Jan 1, 2018	image-classificationImage Classification	CodeCode Available	5
Improving Calibration by Relating Focal Loss, Temperature Scaling, and Properness	Aug 21, 2024	image-classificationImage Classification	CodeCode Available	5
Amnesia as a Catalyst for Enhancing Black Box Pixel Attacks in Image Classification and Object Detection	Feb 10, 2025	image-classificationImage Classification	CodeCode Available	5
BadDet: Backdoor Attacks on Object Detection	May 28, 2022	Autonomous DrivingBackdoor Attack	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
Cell image classification: a comparative overview	Jun 7, 2019	Classificationimage-classification	CodeCode Available	5
Efficient Deep Spiking Multi-Layer Perceptrons with Multiplication-Free Inference	Jun 21, 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 Deep Neural Network Random Initialization Through Neuronal Rewiring	Jul 17, 2022	image-classificationImage 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 the Gating Mechanism of Recurrent Neural Networks	Oct 22, 2019	image-classificationImage Classification	CodeCode Available	5
Backpropagation Neural Tree	Feb 4, 2022	DescriptiveImage 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