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 411–420 of 453 papers

Title	Date	Tasks	Status
Unsupervised Adversarial Domain Adaptation Based On The Wasserstein Distance For Acoustic Scene Classification	Apr 24, 2019	Acoustic Scene ClassificationClassification	CodeCode Available
A Continual Development Methodology for Large-scale Multitask Dynamic ML Systems	Sep 15, 2022	Domain GeneralizationFine-Grained Image Classification	CodeCode Available
Unsupervised Few-Shot Continual Learning for Remote Sensing Image Scene Classification	Jun 4, 2024	Continual LearningScene Classification	CodeCode Available
A New Lightweight Hybrid Graph Convolutional Neural Network -- CNN Scheme for Scene Classification using Object Detection Inference	Jul 19, 2024	Autonomous Vehiclesobject-detection	CodeCode Available
Unsupervised Improvement of Audio-Text Cross-Modal Representations	May 3, 2023	Acoustic Scene ClassificationClassification	CodeCode Available
An embarrassingly simple comparison of machine learning algorithms for indoor scene classification	Sep 25, 2021	BIG-bench Machine LearningClassification	CodeCode Available
An Audio-Visual Dataset and Deep Learning Frameworks for Crowded Scene Classification	Dec 16, 2021	Deep LearningScene Classification	CodeCode Available
Bringing the Discussion of Minima Sharpness to the Audio Domain: a Filter-Normalised Evaluation for Acoustic Scene Classification	Sep 28, 2023	Acoustic Scene ClassificationScene Classification	CodeCode Available
What makes ImageNet good for transfer learning?	Aug 30, 2016	Action ClassificationGeneral Classification	CodeCode Available
Towards Audio Domain Adaptation for Acoustic Scene Classification using Disentanglement Learning	Oct 26, 2021	Acoustic Scene ClassificationDisentanglement	CodeCode Available

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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