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 2981–2990 of 10420 papers

Title	Date	Tasks	Status
A Committee of Convolutional Neural Networks for Image Classication in the Concurrent Presence of Feature and Label Noise	Apr 19, 2020	Attributeimage-classification	—Unverified
Bridging Classical and Quantum Machine Learning: Knowledge Transfer From Classical to Quantum Neural Networks Using Knowledge Distillation	Nov 23, 2023	Dimensionality ReductionImage Classification	—Unverified
Bridge the Modality and Capability Gaps in Vision-Language Model Selection	Mar 20, 2024	Capacity Estimationimage-classification	—Unverified
Entanglement and Tensor Networks for Supervised Image Classification	Jul 12, 2020	BIG-bench Machine LearningClassification	—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
Entropy Induced Pruning Framework for Convolutional Neural Networks	Aug 13, 2022	image-classificationImage Classification	—Unverified
Breast Ultrasound Tumor Classification Using a Hybrid Multitask CNN-Transformer Network	Aug 4, 2023	Classificationimage-classification	—Unverified
An evaluation of pre-trained models for feature extraction in image classification	Oct 3, 2023	Classificationimage-classification	—Unverified
Breast Tumor Classification and Segmentation using Convolutional Neural Networks	May 10, 2019	ClassificationClustering	—Unverified
A Neurosymbolic Framework for Bias Correction in Convolutional Neural Networks	May 24, 2024	Decision Makingimage-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	RevCol-H	Top 1 Accuracy	90	—	Unverified