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 76–100 of 453 papers

Title	Date	Tasks	Status	Score
Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge	May 3, 2025	Acoustic Scene ClassificationScene Classification	CodeCode Available	5
Local semantic enhanced convnet for aerial scene recognition	Jul 8, 2021	Aerial Scene ClassificationImage Classification	CodeCode Available	5
Low-complexity acoustic scene classification for multi-device audio: analysis of DCASE 2021 Challenge systems	May 28, 2021	Acoustic Scene ClassificationQuantization	CodeCode Available	5
Multi-level Cross-modal Feature Alignment via Contrastive Learning towards Zero-shot Classification of Remote Sensing Image Scenes	May 31, 2023	ClassificationContrastive Learning	CodeCode Available	5
Knowledge Guided Disambiguation for Large-Scale Scene Classification with Multi-Resolution CNNs	Oct 4, 2016	General ClassificationScene Classification	CodeCode Available	5
A Passive Similarity based CNN Filter Pruning for Efficient Acoustic Scene Classification	Mar 29, 2022	Acoustic Scene ClassificationScene Classification	CodeCode Available	5
Acoustic Scene Classification by Implicitly Identifying Distinct Sound Events	Apr 10, 2019	Acoustic Scene ClassificationClassification	CodeCode Available	5
Kolmogorov-Arnold Network for Satellite Image Classification in Remote Sensing	Jun 2, 2024	image-classificationImage Classification	CodeCode Available	5
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	5
HexaConv	Mar 6, 2018	Aerial Scene ClassificationScene Classification	CodeCode Available	5
Geolocation Estimation of Photos using a Hierarchical Model and Scene Classification	Sep 1, 2018	General ClassificationImage Classification	CodeCode Available	5
An embarrassingly simple comparison of machine learning algorithms for indoor scene classification	Sep 25, 2021	BIG-bench Machine LearningClassification	CodeCode Available	5
Gradient-Guided Multiscale Focal Attention Network for Remote Sensing Scene Classification	Jul 16, 2024	Aerial Scene ClassificationRemote Sensing Image Classification	CodeCode Available	5
In-domain representation learning for remote sensing	Nov 15, 2019	Image ClassificationMulti-Label Image Classification	CodeCode Available	5
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	5
Multimodal Remote Sensing Scene Classification Using VLMs and Dual-Cross Attention Networks	Dec 3, 2024	ClassificationScene Classification	CodeCode Available	5
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	5
An Audio-Visual Dataset and Deep Learning Frameworks for Crowded Scene Classification	Dec 16, 2021	Deep LearningScene Classification	CodeCode Available	5
Equivariant Multi-View Networks	Apr 1, 2019	3D Shape Classification3D Shape Retrieval	CodeCode Available	5
Exploiting Parallel Audio Recordings to Enforce Device Invariance in CNN-based Acoustic Scene Classification	Sep 4, 2019	Acoustic Scene ClassificationBIG-bench Machine Learning	CodeCode Available	5
Exploring Models and Data for Remote Sensing Image Caption Generation	Dec 21, 2017	Caption GenerationImage-to-Text Retrieval	CodeCode Available	5
Efficient Similarity-based Passive Filter Pruning for Compressing CNNs	Oct 27, 2022	Acoustic Scene ClassificationScene Classification	CodeCode Available	5
Enhancing Scene Classification in Cloudy Image Scenarios: A Collaborative Transfer Method with Information Regulation Mechanism using Optical Cloud-Covered and SAR Remote Sensing Images	Jan 8, 2025	Cloud RemovalKnowledge Distillation	CodeCode Available	5
A multiple-instance densely-connected ConvNet for aerial scene classification	Mar 3, 2020	Aerial Scene ClassificationClassification	CodeCode Available	5
Domain Information Control at Inference Time for Acoustic Scene Classification	Jun 13, 2023	Acoustic Scene ClassificationDomain Generalization	CodeCode Available	5

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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