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 211–220 of 453 papers

Title	Date	Tasks	Status	Hype
Robust Feature Learning on Long-Duration Sounds for Acoustic Scene Classification	Aug 11, 2021	Acoustic Scene ClassificationScene Classification	—Unverified	0
Robust Acoustic Scene Classification in the Presence of Active Foreground Speech	Aug 2, 2021	Acoustic Scene ClassificationScene Classification	—Unverified	0
Enhancing Social Relation Inference with Concise Interaction Graph and Discriminative Scene Representation	Jul 30, 2021	Contrastive Learningdomain classification	—Unverified	0
Task 1A DCASE 2021: Acoustic Scene Classification with mismatch-devices using squeeze-excitation technique and low-complexity constraint	Jul 30, 2021	Acoustic Scene ClassificationScene Classification	—Unverified	0
Squeeze-Excitation Convolutional Recurrent Neural Networks for Audio-Visual Scene Classification	Jul 28, 2021	Scene Classification	—Unverified	0
Over-Parameterization and Generalization in Audio Classification	Jul 19, 2021	Acoustic Scene ClassificationAudio Classification	—Unverified	0
Geographical Knowledge-driven Representation Learning for Remote Sensing Images	Jul 12, 2021	object-detectionObject Detection	CodeCode Available	1
Local semantic enhanced convnet for aerial scene recognition	Jul 8, 2021	Aerial Scene ClassificationImage Classification	CodeCode Available	0
A Lottery Ticket Hypothesis Framework for Low-Complexity Device-Robust Neural Acoustic Scene Classification	Jul 3, 2021	Acoustic Scene ClassificationData Augmentation	—Unverified	0
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

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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