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 221–230 of 453 papers

Title	Date	Tasks	Status	Hype
A Lightweight ReLU-Based Feature Fusion for Aerial Scene Classification	Jun 15, 2021	Aerial Scene ClassificationClassification	—Unverified	0
Low-complexity acoustic scene classification for multi-device audio: analysis of DCASE 2021 Challenge systems	May 28, 2021	Acoustic Scene ClassificationQuantization	CodeCode Available	0
Audio-visual scene classification: analysis of DCASE 2021 Challenge submissions	May 28, 2021	ClassificationData Augmentation	—Unverified	0
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
Multi-Feature Fusion-based Scene Classification Framework for HSR Images	May 22, 2021	ClassificationScene Classification	—Unverified	0
Fast and Accurate Quantized Camera Scene Detection on Smartphones, Mobile AI 2021 Challenge: Report	May 17, 2021	Scene Classification	—Unverified	0
BigEarthNet-MM: A Large Scale Multi-Modal Multi-Label Benchmark Archive for Remote Sensing Image Classification and Retrieval	May 17, 2021	image-classificationImage Classification	—Unverified	0
Mini-batch graphs for robust image classification	Apr 22, 2021	ClassificationGeneral Classification	—Unverified	0
Attentive max feature map and joint training for acoustic scene classification	Apr 15, 2021	Acoustic Scene ClassificationMulti-Task Learning	—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