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 3221–3230 of 10420 papers

Title	Date	Tasks	Status	Hype
Extending global-local view alignment for self-supervised learning with remote sensing imagery	Mar 12, 2023	Change DetectionContrastive Learning	CodeCode Available	1
Schema Inference for Interpretable Image Classification	Mar 12, 2023	ClassificationGraph Matching	CodeCode Available	1
Stabilizing Transformer Training by Preventing Attention Entropy Collapse	Mar 11, 2023	Automatic Speech Recognitionimage-classification	CodeCode Available	2
Distributionally Robust Optimization with Probabilistic Group	Mar 10, 2023	image-classificationImage Classification	CodeCode Available	0
Uncertainty quantification in neural network classifiers -- a local linear approach	Mar 10, 2023	image-classificationImage Classification	—Unverified	0
Optimizing Federated Learning for Medical Image Classification on Distributed Non-iid Datasets with Partial Labels	Mar 10, 2023	Federated Learningimage-classification	—Unverified	0
AnoMalNet: Outlier Detection based Malaria Cell Image Classification Method Leveraging Deep Autoencoder	Mar 10, 2023	image-classificationImage Classification	—Unverified	0
Understanding and Constructing Latent Modality Structures in Multi-modal Representation Learning	Mar 10, 2023	Few-Shot Image Classificationimage-classification	—Unverified	0
TAKT: Target-Aware Knowledge Transfer for Whole Slide Image Classification	Mar 10, 2023	Classificationimage-classification	CodeCode Available	0
Variational Quantum Neural Networks (VQNNS) in Image Classification	Mar 10, 2023	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	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	Meta Pseudo Labels (EfficientNet-B6-Wide)	Top 1 Accuracy	90	—	Unverified