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 3531–3540 of 10420 papers

Title	Date	Tasks	Status
Enabling Deep Learning on Edge Devices through Filter Pruning and Knowledge Transfer	Jan 22, 2022	image-classificationImage Classification	—Unverified
Anatomy-specific classification of medical images using deep convolutional nets	Apr 15, 2015	AnatomyClassification	—Unverified
Enabling Efficient Processing of Spiking Neural Networks with On-Chip Learning on Commodity Neuromorphic Processors for Edge AI Systems	Apr 1, 2025	image-classificationImage Classification	—Unverified
Enabling Small Models for Zero-Shot Selection and Reuse through Model Label Learning	Aug 21, 2024	image-classificationImage Classification	—Unverified
FETCH: A Memory-Efficient Replay Approach for Continual Learning in Image Classification	Jul 17, 2024	BenchmarkingContinual Learning	—Unverified
EncodeNet: A Framework for Boosting DNN Accuracy with Entropy-driven Generalized Converting Autoencoder	Apr 21, 2024	image-classificationImage Classification	—Unverified
Encoder Based Lifelong Learning	Apr 6, 2017	image-classificationImage Classification	—Unverified
Development of CNN Architectures using Transfer Learning Methods for Medical Image Classification	Oct 22, 2024	ClassificationDeep Learning	—Unverified
Encoders and Ensembles for Task-Free Continual Learning	May 27, 2021	Continual LearningImage Classification	—Unverified
An Artificial Neural Network for Image Classification Inspired by Aversive Olfactory Learning Circuits in Caenorhabditis Elegans	Aug 28, 2024	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