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 2311–2320 of 10420 papers

Title	Date	Tasks	Status
A fast dynamic graph convolutional network and CNN parallel network for hyperspectral image classification	May 30, 2022	Hyperspectral Image Classificationimage-classification	—Unverified
Acoustic Anomaly Detection for Machine Sounds based on Image Transfer Learning	Jun 5, 2020	Anomaly Detectionimage-classification	—Unverified
Competitive Multi-scale Convolution	Nov 18, 2015	Image Classification	—Unverified
Competition-based Adaptive ReLU for Deep Neural Networks	Jul 28, 2024	Blockingimage-classification	—Unverified
Learning scale-variant features for robust iris authentication with deep learning based ensemble framework	Dec 2, 2019	image-classificationImage Classification	—Unverified
Competing Ratio Loss for Discriminative Multi-class Image Classification	Jul 31, 2019	Age EstimationClassification	—Unverified
A Fast Approximate AIB Algorithm for Distributional Word Clustering	Jun 1, 2013	ClassificationClustering	—Unverified
Diffusion models applied to skin and oral cancer classification	Mar 28, 2025	Binary ClassificationCancer Classification	—Unverified
Competing Mutual Information Constraints with Stochastic Competition-based Activations for Learning Diversified Representations	Jan 10, 2022	image-classificationImage Classification	—Unverified
Compensation Learning	Jul 26, 2021	BIG-bench Machine LearningGraph Classification	—Unverified

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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