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 3781–3790 of 10420 papers

Title	Date	Tasks	Status
Beyond the Visible: Multispectral Vision-Language Learning for Earth Observation	Mar 20, 2025	Contrastive LearningEarth Observation	—Unverified
Explaining Black-box Model Predictions via Two-level Nested Feature Attributions with Consistency Property	May 23, 2024	image-classificationImage Classification	—Unverified
A Preliminary Study on Data Augmentation of Deep Learning for Image Classification	Jun 9, 2019	Data AugmentationDeep Learning	—Unverified
Explaining Clinical Decision Support Systems in Medical Imaging using Cycle-Consistent Activation Maximization	Oct 9, 2020	Breast Cancer DetectionDecision Making	—Unverified
AHA! an 'Artificial Hippocampal Algorithm' for Episodic Machine Learning	Sep 23, 2019	BIG-bench Machine LearningGeneral Classification	—Unverified
Explaining Convolutional Neural Networks by Tagging Filters	Sep 20, 2021	Classificationimage-classification	—Unverified
Explaining Deep Convolutional Neural Networks for Image Classification by Evolving Local Interpretable Model-agnostic Explanations	Nov 28, 2022	image-classificationImage Classification	—Unverified
A Principled Hierarchical Deep Learning Approach to Joint Image Compression and Classification	Oct 30, 2023	Decoderimage-classification	—Unverified
CNNs Avoid Curse of Dimensionality by Learning on Patches	May 22, 2022	Data Augmentationimage-classification	—Unverified
FSNet: Compression of Deep Convolutional Neural Networks by Filter Summary	Feb 8, 2019	General Classificationimage-classification	—Unverified

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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	DaViT-H	Top 1 Accuracy	90.2	—	Unverified
6	Meta Pseudo Labels (EfficientNet-L2)	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	Meta Pseudo Labels (EfficientNet-B6-Wide)	Top 1 Accuracy	90	—	Unverified