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 9226–9250 of 10420 papers

Title	Date	Tasks	Status	Hype
Considerations for a PAP Smear Image Analysis System with CNN Features	Jun 23, 2018	ClassificationGeneral Classification	—Unverified	0
Pixel-level Reconstruction and Classification for Noisy Handwritten Bangla Characters	Jun 21, 2018	ClassificationDocument Image Classification	—Unverified	0
A convex method for classification of groups of examples	Jun 21, 2018	ClassificationGeneral Classification	—Unverified	0
DPP-Net: Device-aware Progressive Search for Pareto-optimal Neural Architectures	Jun 21, 2018	GPUimage-classification	—Unverified	0
Finding Original Image Of A Sub Image Using CNNs	Jun 21, 2018	image-classificationImage Classification	—Unverified	0
Inference of Quantized Neural Networks on Heterogeneous All-Programmable Devices	Jun 21, 2018	AllCPU	—Unverified	0
Maximally Invariant Data Perturbation as Explanation	Jun 19, 2018	image-classificationImage Classification	CodeCode Available	0
RISE: Randomized Input Sampling for Explanation of Black-box Models	Jun 19, 2018	Explainable Artificial Intelligence (XAI)Feature Importance	CodeCode Available	1
Classification of remote sensing images using attribute profiles and feature profiles from different trees: a comparative study	Jun 18, 2018	AttributeGeneral Classification	—Unverified	0
Recurrent Multiresolution Convolutional Networks for VHR Image Classification	Jun 15, 2018	ClassificationGeneral Classification	—Unverified	0
Non-Negative Networks Against Adversarial Attacks	Jun 15, 2018	Binary ClassificationClassification	CodeCode Available	0
Image classification and retrieval with random depthwise signed convolutional neural networks	Jun 15, 2018	General Classificationimage-classification	CodeCode Available	0
Three dimensional Deep Learning approach for remote sensing image classification	Jun 15, 2018	ClassificationDeep Learning	—Unverified	0
GLoMo: Unsupervisedly Learned Relational Graphs as Transferable Representations	Jun 14, 2018	image-classificationImage Classification	CodeCode Available	0
Efficient Active Learning for Image Classification and Segmentation using a Sample Selection and Conditional Generative Adversarial Network	Jun 14, 2018	Active LearningGeneral Classification	—Unverified	0
NetScore: Towards Universal Metrics for Large-scale Performance Analysis of Deep Neural Networks for Practical On-Device Edge Usage	Jun 14, 2018	image-classificationImage Classification	—Unverified	0
Crowd-Powered Data Mining	Jun 13, 2018	ClusteringGeneral Classification	—Unverified	0
Manifold Mixup: Better Representations by Interpolating Hidden States	Jun 13, 2018	Image Classification	CodeCode Available	1
Benchmarks for Image Classification and Other High-dimensional Pattern Recognition Problems	Jun 13, 2018	ClassificationGeneral Classification	—Unverified	0
Human Activity Recognition Based on Wearable Sensor Data: A Standardization of the State-of-the-Art	Jun 13, 2018	Activity RecognitionHuman Activity Recognition	CodeCode Available	0
Knowledge Distillation by On-the-Fly Native Ensemble	Jun 12, 2018	Computational Efficiencyimage-classification	CodeCode Available	0
Bayesian Model-Agnostic Meta-Learning	Jun 11, 2018	Active Learningimage-classification	CodeCode Available	1
Improving Whole Slide Segmentation Through Visual Context - A Systematic Study	Jun 11, 2018	General Classificationimage-classification	—Unverified	0
Dual Pattern Learning Networks by Empirical Dual Prediction Risk Minimization	Jun 11, 2018	image-classificationImage Classification	—Unverified	0
A Systematic Evaluation of Recent Deep Learning Architectures for Fine-Grained Vehicle Classification	Jun 8, 2018	ClassificationData Augmentation	CodeCode Available	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	Meta Pseudo Labels (EfficientNet-B6-Wide)	Top 1 Accuracy	90	—	Unverified