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 1841–1850 of 10420 papers

Title	Date	Tasks	Status	Hype
Protect, Show, Attend and Tell: Empowering Image Captioning Models with Ownership Protection	Aug 25, 2020	Image Captioningimage-classification	CodeCode Available	1
Self-Supervised Learning for Large-Scale Unsupervised Image Clustering	Aug 24, 2020	ClusteringGeneral Classification	CodeCode Available	1
Joint Modeling of Chest Radiographs and Radiology Reports for Pulmonary Edema Assessment	Aug 22, 2020	image-classificationImage Classification	CodeCode Available	1
Abstracting Deep Neural Networks into Concept Graphs for Concept Level Interpretability	Aug 14, 2020	Brain Tumor SegmentationDecision Making	CodeCode Available	1
Contextual Diversity for Active Learning	Aug 13, 2020	Active LearningDiversity	CodeCode Available	1
An Overview of Deep Learning Architectures in Few-Shot Learning Domain	Aug 12, 2020	Deep LearningFew-Shot Learning	CodeCode Available	1
An Ensemble of Simple Convolutional Neural Network Models for MNIST Digit Recognition	Aug 12, 2020	image-classificationImage Classification	CodeCode Available	1
More Diverse Means Better: Multimodal Deep Learning Meets Remote Sensing Imagery Classification	Aug 12, 2020	ClassificationGeneral Classification	CodeCode Available	1
Non-convex Learning via Replica Exchange Stochastic Gradient MCMC	Aug 12, 2020	Image Classification	CodeCode Available	1
Adversarial Training with Fast Gradient Projection Method against Synonym Substitution based Text Attacks	Aug 9, 2020	Adversarial AttackImage Classification	CodeCode Available	1

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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