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 1301–1310 of 10420 papers

Title	Date	Tasks	Status	Hype
Averaging Weights Leads to Wider Optima and Better Generalization	Mar 14, 2018	Image ClassificationStochastic Optimization	CodeCode Available	1
EViT: An Eagle Vision Transformer with Bi-Fovea Self-Attention	Oct 10, 2023	Computational Efficiencyimage-classification	CodeCode Available	1
Bi-directional Feature Reconstruction Network for Fine-Grained Few-Shot Image Classification	Nov 30, 2022	Few-Shot Image ClassificationFew-Shot Learning	CodeCode Available	1
Evo-ViT: Slow-Fast Token Evolution for Dynamic Vision Transformer	Aug 3, 2021	Efficient ViTsimage-classification	CodeCode Available	1
A Visual Analytics Framework for Explaining and Diagnosing Transfer Learning Processes	Sep 15, 2020	Deep LearningDescriptive	CodeCode Available	1
ExCon: Explanation-driven Supervised Contrastive Learning for Image Classification	Nov 28, 2021	Adversarial RobustnessClassification	CodeCode Available	1
AMC-Loss: Angular Margin Contrastive Loss for Improved Explainability in Image Classification	Apr 21, 2020	General Classificationimage-classification	CodeCode Available	1
Bidirectional-Convolutional LSTM Based Spectral-Spatial Feature Learning for Hyperspectral Image Classification	Mar 23, 2017	General ClassificationHyperspectral Image Classification	CodeCode Available	1
Adaptive DropBlock Enhanced Generative Adversarial Networks for Hyperspectral Image Classification	Jan 22, 2022	ClassificationHyperspectral Image Classification	CodeCode Available	1
Convolutional Sequence to Sequence Learning	May 8, 2017	Bangla Spelling Error CorrectionCPU	CodeCode Available	1

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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