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 2476–2500 of 10420 papers

Title	Date	Tasks	Status	Score
Instance-dependent Label Distribution Estimation for Learning with Label Noise	Dec 16, 2022	image-classificationImage Classification	CodeCode Available	5
Instance Temperature Knowledge Distillation	Jun 27, 2024	Decision MakingEfficient Exploration	CodeCode Available	5
Adversarial Examples Improve Image Recognition	Nov 21, 2019	Domain GeneralizationImage Classification	CodeCode Available	5
Instilling Inductive Biases with Subnetworks	Oct 17, 2023	image-classificationImage Classification	CodeCode Available	5
An Intelligent Remote Sensing Image Quality Inspection System	Jul 22, 2023	image-classificationImage Classification	CodeCode Available	5
Interpretable and Interactive Deep Multiple Instance Learning for Dental Caries Classification in Bitewing X-rays	Dec 17, 2021	Classificationimage-classification	CodeCode Available	5
Input Invex Neural Network	Jun 16, 2021	Image ClassificationImage Segmentation	CodeCode Available	5
Instance-based Label Smoothing For Better Calibrated Classification Networks	Oct 11, 2021	Classificationimage-classification	CodeCode Available	5
Initialization Matters for Adversarial Transfer Learning	Dec 10, 2023	Adversarial Robustnessimage-classification	CodeCode Available	5
In-Place Activated BatchNorm for Memory-Optimized Training of DNNs	Dec 7, 2017	image-classificationImage Classification	CodeCode Available	5
Application of a Convolutional Neural Network for image classification to the analysis of collisions in High Energy Physics	Aug 23, 2017	Deep LearningGeneral Classification	CodeCode Available	5
Information Competing Process for Learning Diversified Representations	Jun 4, 2019	General Classificationimage-classification	CodeCode Available	5
Input-gradient space particle inference for neural network ensembles	Jun 5, 2023	DiversityEnsemble Learning	CodeCode Available	5
Instance Enhancement Batch Normalization: an Adaptive Regulator of Batch Noise	Aug 12, 2019	image-classificationImage Classification	CodeCode Available	5
In-domain representation learning for remote sensing	Nov 15, 2019	Image ClassificationMulti-Label Image Classification	CodeCode Available	5
AP-Perf: Incorporating Generic Performance Metrics in Differentiable Learning	Dec 2, 2019	General Classificationimage-classification	CodeCode Available	5
Inference via Sparse Coding in a Hierarchical Vision Model	Aug 3, 2021	image-classificationImage Classification	CodeCode Available	5
Class Prototype-based Cleaner for Label Noise Learning	Dec 21, 2022	Image Classification	CodeCode Available	5
InDL: A New Dataset and Benchmark for In-Diagram Logic Interpretation based on Visual Illusion	May 28, 2023	BenchmarkingDecision Making	CodeCode Available	5
Influence of Image Classification Accuracy on Saliency Map Estimation	Jul 27, 2018	ClassificationGeneral Classification	CodeCode Available	5
CLASS-M: Adaptive stain separation-based contrastive learning with pseudo-labeling for histopathological image classification	Dec 12, 2023	Contrastive LearningHistopathological Image Classification	CodeCode Available	5
Revisiting 16-bit Neural Network Training: A Practical Approach for Resource-Limited Learning	May 18, 2023	Image Classification	CodeCode Available	5
Class-Level Logit Perturbation	Sep 13, 2022	Data Augmentationimage-classification	CodeCode Available	5
12 mJ per Class On-Device Online Few-Shot Class-Incremental Learning	Mar 12, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	5
In-distribution Public Data Synthesis with Diffusion Models for Differentially Private Image Classification	Jan 1, 2024	Diversityimage-classification	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	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