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 3511–3520 of 10420 papers

Title	Date	Tasks	Status	Hype
Reversible Column Networks	Dec 22, 2022	image-classificationImage Classification	CodeCode Available	2
When are Lemons Purple? The Concept Association Bias of Vision-Language Models	Dec 22, 2022	Attributeimage-classification	—Unverified	0
Class Prototype-based Cleaner for Label Noise Learning	Dec 21, 2022	Image Classification	CodeCode Available	0
Decision-making and control with diffractive optical networks	Dec 21, 2022	Autonomous DrivingCar Racing	CodeCode Available	0
MaskingDepth: Masked Consistency Regularization for Semi-supervised Monocular Depth Estimation	Dec 21, 2022	Data AugmentationDepth Estimation	CodeCode Available	1
Temporal Output Discrepancy for Loss Estimation-based Active Learning	Dec 20, 2022	Active Learningimage-classification	—Unverified	0
Galaxy Image Classification using Hierarchical Data Learning with Weighted Sampling and Label Smoothing	Dec 20, 2022	image-classificationImage Classification	CodeCode Available	0
Calibrating Deep Neural Networks using Explicit Regularisation and Dynamic Data Pruning	Dec 20, 2022	image-classificationImage Classification	—Unverified	0
DDIPNet and DDIPNet+: Discriminant Deep Image Prior Networks for Remote Sensing Image Classification	Dec 20, 2022	Classificationimage-classification	—Unverified	0
Unified Framework for Histopathology Image Augmentation and Classification via Generative Models	Dec 20, 2022	ClassificationData Augmentation	—Unverified	0

Show:10 25 50

← PrevPage 352 of 1042Next →

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