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 3681–3690 of 10420 papers

Title	Date	Tasks	Status	Score
Adaptive aggregation of Monte Carlo augmented decomposed filters for efficient group-equivariant convolutional neural network	May 17, 2023	Denoisingimage-classification	CodeCode Available	5
Remove that Square Root: A New Efficient Scale-Invariant Version of AdaGrad	Mar 5, 2024	image-classificationImage Classification	CodeCode Available	5
Image classification in frequency domain with 2SReLU: a second harmonics superposition activation function	Jun 18, 2020	General Classificationimage-classification	CodeCode Available	5
A Benchmark for Interpretability Methods in Deep Neural Networks	Jun 28, 2018	Feature Importanceimage-classification	CodeCode Available	5
Evaluating Generalization Ability of Convolutional Neural Networks and Capsule Networks for Image Classification via Top-2 Classification	Jan 29, 2019	ClassificationGeneral Classification	CodeCode Available	5
Decision Forests, Convolutional Networks and the Models in-Between	Mar 3, 2016	image-classificationImage Classification	CodeCode Available	5
DecisioNet: A Binary-Tree Structured Neural Network	Jul 3, 2022	Image Classification	CodeCode Available	5
Automated Seed Quality Testing System using GAN & Active Learning	Oct 2, 2021	Active LearningGenerative Adversarial Network	CodeCode Available	5
Evaluating ResNeXt Model Architecture for Image Classification	May 9, 2018	ClassificationGeneral Classification	CodeCode Available	5
Automated Search for Configurations of Deep Neural Network Architectures	Apr 9, 2019	image-classificationImage 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	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