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 3621–3630 of 10420 papers

Title	Date	Tasks	Status	Score
Ensemble of ConvNeXt V2 and MaxViT for Long-Tailed CXR Classification with View-Based Aggregation	Oct 14, 2024	image-classificationImage Classification	CodeCode Available	5
Adversarial Defense by Suppressing High-frequency Components	Aug 19, 2019	Adversarial DefenseClassification	CodeCode Available	5
Image Classification of Melanoma, Nevus and Seborrheic Keratosis by Deep Neural Network Ensemble	Mar 9, 2017	General Classificationimage-classification	CodeCode Available	5
Image Classification Using Singular Value Decomposition and Optimization	Dec 10, 2024	Classificationimage-classification	CodeCode Available	5
A Parameterized Generative Adversarial Network Using Cyclic Projection for Explainable Medical Image Classification	Nov 24, 2023	Data AugmentationGenerative Adversarial Network	CodeCode Available	5
Ensembles of Vision Transformers as a New Paradigm for Automated Classification in Ecology	Mar 3, 2022	Fine-Grained Image ClassificationImage Classification	CodeCode Available	5
Image-Caption Encoding for Improving Zero-Shot Generalization	Feb 5, 2024	image-classificationImage Classification	CodeCode Available	5
Automatic Open-World Reliability Assessment	Nov 11, 2020	image-classificationImage Classification	CodeCode Available	5
Image classification and retrieval with random depthwise signed convolutional neural networks	Jun 15, 2018	General Classificationimage-classification	CodeCode Available	5
Image as a Foreign Language: BEiT Pretraining for All Vision and Vision-Language Tasks	Aug 22, 2022	AllCross-Modal Retrieval	CodeCode Available	5

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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