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 171–180 of 453 papers

Title	Date	Tasks	Status
Audio-Visual Scene Classification Using A Transfer Learning Based Joint Optimization Strategy	Apr 25, 2022	Scene ClassificationTransfer Learning	—Unverified
A high-resolution canopy height model of the Earth	Apr 13, 2022	Decision MakingProbabilistic Deep Learning	—Unverified
TOV: The Original Vision Model for Optical Remote Sensing Image Understanding via Self-supervised Learning	Apr 10, 2022	General Knowledgeobject-detection	—Unverified
1-D CNN based Acoustic Scene Classification via Reducing Layer-wise Dimensionality	Mar 31, 2022	Acoustic Scene ClassificationDictionary Learning	—Unverified
A Passive Similarity based CNN Filter Pruning for Efficient Acoustic Scene Classification	Mar 29, 2022	Acoustic Scene ClassificationScene Classification	CodeCode Available
A Multi-Stage Duplex Fusion ConvNet for Aerial Scene Classification	Mar 29, 2022	Aerial Scene ClassificationScene Classification	—Unverified
Wider or Deeper Neural Network Architecture for Acoustic Scene Classification with Mismatched Recording Devices	Mar 23, 2022	Acoustic Scene ClassificationScene Classification	—Unverified
A Squeeze-and-Excitation and Transformer based Cross-task System for Environmental Sound Recognition	Mar 16, 2022	Acoustic Scene ClassificationData Augmentation	—Unverified
A study on joint modeling and data augmentation of multi-modalities for audio-visual scene classification	Mar 7, 2022	Data AugmentationScene Classification	—Unverified
Deep Neural Decision Forest for Acoustic Scene Classification	Mar 7, 2022	Acoustic Scene ClassificationClassification	—Unverified

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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