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 2501–2525 of 10420 papers

Title	Date	Tasks	Status	Score
A Particle Swarm Optimization-based Flexible Convolutional Auto-Encoder for Image Classification	Dec 13, 2017	General Classificationimage-classification	CodeCode Available	5
Input-gradient space particle inference for neural network ensembles	Jun 5, 2023	DiversityEnsemble Learning	CodeCode Available	5
Initialization Matters for Adversarial Transfer Learning	Dec 10, 2023	Adversarial Robustnessimage-classification	CodeCode Available	5
Input Invex Neural Network	Jun 16, 2021	Image ClassificationImage Segmentation	CodeCode Available	5
Classifying Textual Data with Pre-trained Vision Models through Transfer Learning and Data Transformations	Jun 23, 2021	Domain Adaptationimage-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
Adversarial Defense of Image Classification Using a Variational Auto-Encoder	Dec 7, 2018	Adversarial DefenseGeneral Classification	CodeCode Available	5
Adversarial Defense by Suppressing High-frequency Components	Aug 19, 2019	Adversarial DefenseClassification	CodeCode Available	5
Classifying high-dimensional Gaussian mixtures: Where kernel methods fail and neural networks succeed	Feb 23, 2021	image-classificationImage Classification	CodeCode Available	5
Inference via Sparse Coding in a Hierarchical Vision Model	Aug 3, 2021	image-classificationImage Classification	CodeCode Available	5
Classifying a specific image region using convolutional nets with an ROI mask as input	Dec 1, 2018	General Classificationimage-classification	CodeCode Available	5
In-domain representation learning for remote sensing	Nov 15, 2019	Image ClassificationMulti-Label Image Classification	CodeCode Available	5
Influence of Image Classification Accuracy on Saliency Map Estimation	Jul 27, 2018	ClassificationGeneral Classification	CodeCode Available	5
Information Competing Process for Learning Diversified Representations	Jun 4, 2019	General Classificationimage-classification	CodeCode Available	5
Instance-dependent Label Distribution Estimation for Learning with Label Noise	Dec 16, 2022	image-classificationImage Classification	CodeCode Available	5
Class-Conditioned Transformation for Enhanced Robust Image Classification	Mar 27, 2023	Adversarial AttackClassification	CodeCode Available	5
Revisiting 16-bit Neural Network Training: A Practical Approach for Resource-Limited Learning	May 18, 2023	Image Classification	CodeCode Available	5
Classification-Specific Parts for Improving Fine-Grained Visual Categorization	Sep 16, 2019	ClassificationFeature Importance	CodeCode Available	5
Classification robustness to common optical aberrations	Aug 29, 2023	Data AugmentationImage Classification	CodeCode Available	5
Understanding Intrinsic Robustness Using Label Uncertainty	Jul 7, 2021	Adversarial RobustnessClassification	CodeCode Available	5
Increasing-Margin Adversarial (IMA) Training to Improve Adversarial Robustness of Neural Networks	May 19, 2020	Adversarial RobustnessGeneral Classification	CodeCode Available	5
In-distribution Public Data Synthesis with Diffusion Models for Differentially Private Image Classification	Jan 1, 2024	Diversityimage-classification	CodeCode Available	5
Improvising the Learning of Neural Networks on Hyperspherical Manifold	Sep 29, 2021	Face IdentificationFace Recognition	CodeCode Available	5
Inception-inspired LSTM for Next-frame Video Prediction	Aug 28, 2019	Autonomous Vehiclesimage-classification	CodeCode Available	5
Improving Transferability of Adversarial Examples with Input Diversity	Mar 19, 2018	Adversarial AttackDiversity	CodeCode Available	5

Show:10 25 50

← PrevPage 101 of 417Next →

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