Scene Classification

Scene Classification is a task in which scenes from photographs are categorically classified. Unlike object classification, which focuses on classifying prominent objects in the foreground, Scene Classification uses the layout of objects within the scene, in addition to the ambient context, for classification.

Source: Scene classification with Convolutional Neural Networks

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 41–50 of 453 papers

Title	Date	Tasks	Status	Hype
Universal Adversarial Examples in Remote Sensing: Methodology and Benchmark	Feb 14, 2022	Adversarial AttackScene Classification	CodeCode Available	1
Convolutional Neural Networks Based Remote Sensing Scene Classification under Clear and Cloudy Environments	Dec 30, 2021	ClassificationScene Classification	CodeCode Available	1
Do we still need ImageNet pre-training in remote sensing scene classification?	Nov 5, 2021	ClassificationMulti-Label Classification	CodeCode Available	1
Geographical Knowledge-driven Representation Learning for Remote Sensing Images	Jul 12, 2021	object-detectionObject Detection	CodeCode Available	1
A system of vision sensor based deep neural networks for complex driving scene analysis in support of crash risk assessment and prevention	Jun 18, 2021	Autonomous VehiclesScene Classification	CodeCode Available	1
Receptive Field Regularization Techniques for Audio Classification and Tagging with Deep Convolutional Neural Networks	May 26, 2021	Acoustic Scene ClassificationAudio Classification	CodeCode Available	1
Spectrum Correction: Acoustic Scene Classification with Mismatched Recording Devices	May 25, 2021	Acoustic Scene ClassificationClassification	CodeCode Available	1
Remote Sensing Image Classification with the SEN12MS Dataset	Apr 1, 2021	BenchmarkingClassification	CodeCode Available	1
MSMatch: Semi-Supervised Multispectral Scene Classification with Few Labels	Mar 18, 2021	ClassificationGeneral Classification	CodeCode Available	1
Low-Complexity Models for Acoustic Scene Classification Based on Receptive Field Regularization and Frequency Damping	Nov 5, 2020	Acoustic Scene ClassificationScene Classification	CodeCode Available	1

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All datasets UC Merced Land Use Dataset Places365-Standard

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	µ2Net+ (ViT-L/16)	Accuracy (%)	100	—	Unverified
2	AGOS	Accuracy (%)	99.88	—	Unverified
3	LSE-Net	Accuracy (%)	99.78	—	Unverified
4	ResNet50	Accuracy (%)	99.61	—	Unverified
5	MSMatch	Accuracy (%)	98.33	—	Unverified
6	MIDC-Net	Accuracy (%)	97.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	iSQRT-COV-Net (ResNet-50)	Top 1 Error	43.68	—	Unverified
2	WaveMix	Top 1 Error	43.55	—	Unverified