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 3631–3640 of 10420 papers

Title	Date	Tasks	Status
Detection of Plant Leaf Disease Directly in the JPEG Compressed Domain using Transfer Learning Technique	Jul 10, 2021	image-classificationImage Classification	—Unverified
Entrenamiento de una red neuronal para el reconocimiento de imagenes de lengua de senas capturadas con sensores de profundidad	Mar 22, 2018	ClassificationGeneral Classification	—Unverified
Detection of Non-uniformity in Parameters for Magnetic Domain Pattern Generation by Machine Learning	May 24, 2023	image-classificationImage Classification	—Unverified
Bias-Eliminating Augmentation Learning for Debiased Federated Learning	Jan 1, 2023	Federated Learningimage-classification	—Unverified
Detection of Degraded Acacia tree species using deep neural networks on uav drone imagery	Apr 14, 2022	image-classificationImage Classification	—Unverified
Entropy-Driven Mixed-Precision Quantization for Deep Network Design	Nov 28, 2022	CPUFace Detection	—Unverified
Entropy Induced Pruning Framework for Convolutional Neural Networks	Aug 13, 2022	image-classificationImage Classification	—Unverified
Class-incremental learning: survey and performance evaluation on image classification	Oct 28, 2020	class-incremental learningClass Incremental Learning	—Unverified
A Performance Evaluation of Convolutional Neural Networks for Face Anti Spoofing	May 8, 2018	Face Anti-Spoofingimage-classification	—Unverified
Fixed smooth convolutional layer for avoiding checkerboard artifacts in CNNs	Feb 6, 2020	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