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 341–350 of 453 papers

Title	Date	Tasks	Status
A probabilistic patch based image representation using Conditional Random Field model for image classification	Jul 22, 2016	ClassificationFace Recognition	—Unverified
A punishment voting algorithm based on super categories construction for acoustic scene classification	Jul 11, 2018	Acoustic Scene ClassificationClustering	—Unverified
Artistic Object Recognition by Unsupervised Style Adaptation	Dec 28, 2018	Domain AdaptationObject	—Unverified
ASK: Adaptively Selecting Key Local Features for RGB-D Scene Recognition	Oct 14, 2021	feature selectionScene Classification	—Unverified
A Spatial Layout and Scale Invariant Feature Representation for Indoor Scene Classification	Jun 18, 2015	General 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
A Toolchain for Comprehensive Audio/Video Analysis Using Deep Learning Based Multimodal Approach (A use case of riot or violent context detection)	May 2, 2024	Acoustic Scene ClassificationEvent Detection	—Unverified
A Transformer-based Audio Captioning Model with Keyword Estimation	Jul 1, 2020	Acoustic Scene ClassificationAudio captioning	—Unverified
Attentional Graph Convolutional Network for Structure-aware Audio-Visual Scene Classification	Dec 31, 2022	Scene ClassificationScene Recognition	—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