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 271–280 of 453 papers

Title	Date	Tasks	Status	Hype
A Transformer-based Audio Captioning Model with Keyword Estimation	Jul 1, 2020	Acoustic Scene ClassificationAudio captioning	—Unverified	0
On Creating Benchmark Dataset for Aerial Image Interpretation: Reviews, Guidances and Million-AID	Jun 22, 2020	General ClassificationImage Classification	CodeCode Available	1
Remote Sensing Image Scene Classification with Deep Neural Networks in JPEG 2000 Compressed Domain	Jun 20, 2020	ClassificationGeneral Classification	—Unverified	0
Emergent Properties of Foveated Perceptual Systems	Jun 14, 2020	FoveationScene Classification	CodeCode Available	1
Multi-Temporal Scene Classification and Scene Change Detection with Correlation based Fusion	Jun 3, 2020	Change DetectionGeneral Classification	CodeCode Available	1
Acoustic scene classification in DCASE 2020 Challenge: generalization across devices and low complexity solutions	May 29, 2020	Acoustic Scene ClassificationClassification	—Unverified	0
ACGAN-based Data Augmentation Integrated with Long-term Scalogram for Acoustic Scene Classification	May 27, 2020	Acoustic Scene ClassificationData Augmentation	—Unverified	0
Spatial Information Considered Network for Scene Classification	May 18, 2020	ClassificationDiversity	CodeCode Available	0
Remote Sensing Image Scene Classification Meets Deep Learning: Challenges, Methods, Benchmarks, and Opportunities	May 3, 2020	ClassificationDeep Learning	—Unverified	0
Unsupervised Domain Adaptation for Acoustic Scene Classification Using Band-Wise Statistics Matching	Apr 30, 2020	Acoustic Scene ClassificationDomain Adaptation	—Unverified	0

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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