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 101–110 of 453 papers

Title	Date	Tasks	Status	Hype
Low-Complexity Acoustic Scene Classification Using Data Augmentation and Lightweight ResNet	Jun 3, 2023	Acoustic Scene ClassificationData Augmentation	—Unverified	0
Multi-level Cross-modal Feature Alignment via Contrastive Learning towards Zero-shot Classification of Remote Sensing Image Scenes	May 31, 2023	ClassificationContrastive Learning	CodeCode Available	0
DeCoR: Defy Knowledge Forgetting by Predicting Earlier Audio Codes	May 29, 2023	Acoustic Scene ClassificationContinual Learning	—Unverified	0
Human-annotated label noise and their impact on ConvNets for remote sensing image scene classification	May 20, 2023	Scene Classification	—Unverified	0
Low-complexity deep learning frameworks for acoustic scene classification using teacher-student scheme and multiple spectrograms	May 16, 2023	Acoustic Scene ClassificationScene Classification	—Unverified	0
Device-Robust Acoustic Scene Classification via Impulse Response Augmentation	May 12, 2023	Acoustic Scene ClassificationAudio Classification	CodeCode Available	1
Vision-Language Models in Remote Sensing: Current Progress and Future Trends	May 9, 2023	Image CaptioningImage Generation	CodeCode Available	1
Decentralised Semi-supervised Onboard Learning for Scene Classification in Low-Earth Orbit	May 6, 2023	Federated LearningScene Classification	CodeCode Available	0
Compressing audio CNNs with graph centrality based filter pruning	May 5, 2023	Acoustic Scene ClassificationAudio Classification	—Unverified	0
Unsupervised Improvement of Audio-Text Cross-Modal Representations	May 3, 2023	Acoustic Scene ClassificationClassification	CodeCode Available	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