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 2071–2080 of 10420 papers

Title	Date	Tasks	Status	Hype
Radio Signal Classification by Adversarially Robust Quantum Machine Learning	Dec 13, 2023	Classificationimage-classification	—Unverified	0
A Novel Image Classification Framework Based on Variational Quantum Algorithms	Dec 13, 2023	Classificationimage-classification	—Unverified	0
Robust MRI Reconstruction by Smoothed Unrolling (SMUG)	Dec 12, 2023	Adversarial Defenseimage-classification	CodeCode Available	0
Building Universal Foundation Models for Medical Image Analysis with Spatially Adaptive Networks	Dec 12, 2023	image-classificationImage Classification	CodeCode Available	1
CLASS-M: Adaptive stain separation-based contrastive learning with pseudo-labeling for histopathological image classification	Dec 12, 2023	Contrastive LearningHistopathological Image Classification	CodeCode Available	0
TransMed: Large Language Models Enhance Vision Transformer for Biomedical Image Classification	Dec 12, 2023	Few-Shot Learningimage-classification	—Unverified	0
MS-Twins: Multi-Scale Deep Self-Attention Networks for Medical Image Segmentation	Dec 12, 2023	ClassificationImage Classification	—Unverified	0
MaxQ: Multi-Axis Query for N:M Sparsity Network	Dec 12, 2023	image-classificationImage Classification	CodeCode Available	1
Remote Sensing Vision-Language Foundation Models without Annotations via Ground Remote Alignment	Dec 12, 2023	image-classificationImage Classification	—Unverified	0
Medical Image Classification Using Transfer Learning and Chaos Game Optimization on the Internet of Medical Things	Dec 12, 2023	feature selectionimage-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	Meta Pseudo Labels (EfficientNet-L2)	Top 1 Accuracy	90.2	—	Unverified
6	DaViT-H	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