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 9276–9300 of 10420 papers

Title	Date	Tasks	Status	Hype
Tandem Blocks in Deep Convolutional Neural Networks	Jun 1, 2018	General Classificationimage-classification	—Unverified	0
Rotation Equivariance and Invariance in Convolutional Neural Networks	May 31, 2018	ClassificationGeneral Classification	CodeCode Available	0
Multiaccuracy: Black-Box Post-Processing for Fairness in Classification	May 31, 2018	ClassificationFairness	CodeCode Available	0
Adversarial Attacks on Face Detectors using Neural Net based Constrained Optimization	May 31, 2018	Adversarial Attackimage-classification	—Unverified	0
Learning multiple non-mutually-exclusive tasks for improved classification of inherently ordered labels	May 30, 2018	General Classificationimage-classification	—Unverified	0
Multi-function Convolutional Neural Networks for Improving Image Classification Performance	May 30, 2018	ClassificationGeneral Classification	—Unverified	0
Deep Learning under Privileged Information Using Heteroscedastic Dropout	May 29, 2018	Deep Learningimage-classification	CodeCode Available	0
Learning From Less Data: Diversified Subset Selection and Active Learning in Image Classification Tasks	May 28, 2018	Active LearningBIG-bench Machine Learning	—Unverified	0
CapsNet comparative performance evaluation for image classification	May 28, 2018	ClassificationGeneral Classification	—Unverified	0
Improving the Resolution of CNN Feature Maps Efficiently with Multisampling	May 28, 2018	General Classificationimage-classification	CodeCode Available	1
Fast Dynamic Routing Based on Weighted Kernel Density Estimation	May 28, 2018	Density EstimationImage Classification	CodeCode Available	0
Adversarial Examples in Remote Sensing	May 28, 2018	image-classificationImage Classification	—Unverified	0
Object-Level Representation Learning for Few-Shot Image Classification	May 28, 2018	ClassificationFew-Shot Image Classification	—Unverified	0
Accelerating CNN inference on FPGAs: A Survey	May 26, 2018	Diversityimage-classification	—Unverified	0
Calibrating Deep Convolutional Gaussian Processes	May 26, 2018	Decision MakingDecision Making Under Uncertainty	CodeCode Available	0
Transductive Label Augmentation for Improved Deep Network Learning	May 26, 2018	Data AugmentationGeneral Classification	—Unverified	0
AutoAugment: Learning Augmentation Policies from Data	May 24, 2018	Data AugmentationDomain Generalization	CodeCode Available	3
Do Better ImageNet Models Transfer Better?	May 23, 2018	Fine-Grained Image ClassificationGeneral Classification	—Unverified	0
Non-convex non-local flows for saliency detection	May 23, 2018	General Classificationimage-classification	—Unverified	0
Transfer Learning for Illustration Classification	May 23, 2018	ClassificationGeneral Classification	CodeCode Available	0
Hyperspectral image classification via a random patches network	May 22, 2018	ClassificationFew-Shot Image Classification	CodeCode Available	0
Unsupervised Domain Adaptation using Regularized Hyper-graph Matching	May 22, 2018	Domain AdaptationGraph Matching	—Unverified	0
"Why Should I Trust Interactive Learners?" Explaining Interactive Queries of Classifiers to Users	May 22, 2018	General Classificationimage-classification	—Unverified	0
Masking: A New Perspective of Noisy Supervision	May 21, 2018	Image Classification	CodeCode Available	0
Improving CNN classifiers by estimating test-time priors	May 21, 2018	Image Classification	—Unverified	0

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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