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 4231–4240 of 10420 papers

Title	Date	Tasks	Status	Hype
Self Supervised Learning for Few Shot Hyperspectral Image Classification	Jun 24, 2022	ClassificationDeep Learning	—Unverified	0
FEATHERS: Federated Architecture and Hyperparameter Search	Jun 24, 2022	AutoMLBIG-bench Machine Learning	—Unverified	0
Revisiting Orthogonality Regularization: A Study for Convolutional Neural Networks in Image Classification	Jun 23, 2022	image-classificationImage Classification	CodeCode Available	0
Learning Viewpoint-Agnostic Visual Representations by Recovering Tokens in 3D Space	Jun 23, 2022	Action Recognitionimage-classification	CodeCode Available	1
A novel adversarial learning strategy for medical image classification	Jun 23, 2022	ClassificationGenerative Adversarial Network	—Unverified	0
Open-source FPGA-ML codesign for the MLPerf Tiny Benchmark	Jun 23, 2022	Anomaly Detectionimage-classification	CodeCode Available	0
A Model-Agnostic SAT-based Approach for Symbolic Explanation Enumeration	Jun 23, 2022	image-classificationImage Classification	—Unverified	0
Toward Clinically Assisted Colorectal Polyp Recognition via Structured Cross-modal Representation Consistency	Jun 23, 2022	Classificationimage-classification	CodeCode Available	1
Single-phase deep learning in cortico-cortical networks	Jun 23, 2022	Deep Learningimage-classification	CodeCode Available	0
Few-Shot Non-Parametric Learning with Deep Latent Variable Model	Jun 23, 2022	Classificationimage-classification	—Unverified	0

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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