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 426–450 of 453 papers

Title	Date	Tasks	Status
A Variational Bayesian Approach to Learning Latent Variables for Acoustic Knowledge Transfer	Oct 16, 2021	Acoustic Scene ClassificationScene Classification	CodeCode Available
Let there be color!: joint end-to-end learning of global and local image priors for automatic image colorization with simultaneous classification	Jul 1, 2016	ColorizationImage Colorization	CodeCode Available
A Challenge to Build Neuro-Symbolic Video Agents	May 20, 2025	Scene ClassificationVideo Retrieval	CodeCode Available
Efficient Multi-Resolution Fusion for Remote Sensing Data with Label Uncertainty	Feb 7, 2024	Scene Classification	CodeCode Available
WATT-EffNet: A Lightweight and Accurate Model for Classifying Aerial Disaster Images	Apr 21, 2023	ClassificationComputational Efficiency	CodeCode Available
Semantic-Aware Scene Recognition	Sep 5, 2019	Scene ClassificationScene Recognition	CodeCode Available
Training neural audio classifiers with few data	Oct 24, 2018	Acoustic Scene ClassificationGeneral Classification	CodeCode Available
Local semantic enhanced convnet for aerial scene recognition	Jul 8, 2021	Aerial Scene ClassificationImage Classification	CodeCode Available
Semi-supervised multi-label feature selection via label correlation analysis with l1-norm graph embedding	Mar 1, 2017	feature selectionGraph Embedding	CodeCode Available
Low-complexity acoustic scene classification for multi-device audio: analysis of DCASE 2021 Challenge systems	May 28, 2021	Acoustic Scene ClassificationQuantization	CodeCode Available
AudioLog: LLMs-Powered Long Audio Logging with Hybrid Token-Semantic Contrastive Learning	Nov 21, 2023	Acoustic Scene ClassificationAudio captioning	CodeCode Available
Credible Remote Sensing Scene Classification Using Evidential Fusion on Aerial-Ground Dual-view Images	Jan 2, 2023	Decision MakingScene Classification	CodeCode Available
Low-Complexity Acoustic Scene Classification Using Parallel Attention-Convolution Network	Jun 12, 2024	Acoustic Scene ClassificationData Augmentation	CodeCode Available
Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge	May 3, 2025	Acoustic Scene ClassificationScene Classification	CodeCode Available
Neural Embedding Compression For Efficient Multi-Task Earth Observation Modelling	Mar 26, 2024	Earth ObservationScene Classification	CodeCode Available
Multi-Modal RGB-D Scene Recognition Across Domains	Mar 26, 2021	Scene ClassificationScene Recognition	CodeCode Available
Acoustic scene classification using auditory datasets	Dec 26, 2021	Acoustic Scene ClassificationClassification	CodeCode Available
Understanding and Visualizing Deep Visual Saliency Models	Mar 6, 2019	Object RecognitionSaliency Prediction	CodeCode Available
Domain Information Control at Inference Time for Acoustic Scene Classification	Jun 13, 2023	Acoustic Scene ClassificationDomain Generalization	CodeCode Available
Deliberative Explanations: visualizing network insecurities	Dec 1, 2019	AttributeObject Recognition	CodeCode Available
Mapping Between fMRI Responses to Movies and their Natural Language Annotations	Oct 13, 2016	Scene ClassificationSentence	CodeCode Available
Relay Backpropagation for Effective Learning of Deep Convolutional Neural Networks	Dec 18, 2015	General ClassificationLong-tail Learning	CodeCode Available
Acoustic scene analysis with multi-head attention networks	Sep 16, 2019	Acoustic Scene ClassificationGeneral Classification	CodeCode Available
Comparing Importance Sampling Based Methods for Mitigating the Effect of Class Imbalance	Feb 28, 2024	Scene Classification	CodeCode Available
CochlScene: Acquisition of acoustic scene data using crowdsourcing	Nov 4, 2022	Acoustic Scene ClassificationScene Classification	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