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 201–210 of 453 papers

Title	Date	Tasks	Status
Capturing scattered discriminative information using a deep architecture in acoustic scene classification	Jul 9, 2020	Acoustic Scene ClassificationGeneral Classification	—Unverified
Exploring the significance of using perceptually relevant image decolorization method for scene classification	Dec 29, 2017	ClassificationGeneral Classification	—Unverified
A Discriminative Representation of Convolutional Features for Indoor Scene Recognition	Jun 17, 2015	ObjectObject Recognition	—Unverified
Fast and Accurate Quantized Camera Scene Detection on Smartphones, Mobile AI 2021 Challenge: Report	May 17, 2021	Scene Classification	—Unverified
Acoustic Scene Classification Based on a Large-margin Factorized CNN	Oct 14, 2019	Acoustic Scene ClassificationClassification	—Unverified
FedRSClip: Federated Learning for Remote Sensing Scene Classification Using Vision-Language Models	Jan 5, 2025	Federated Learningimage-classification	—Unverified
A Comparative Study of Deep Learning Loss Functions for Multi-Label Remote Sensing Image Classification	Sep 29, 2020	General Classificationimage-classification	—Unverified
2D-3D Geometric Fusion Network using Multi-Neighbourhood Graph Convolution for RGB-D Indoor Scene Classification	Sep 23, 2020	General ClassificationScene Classification	—Unverified
Enhanced Multi-level Features for Very High Resolution Remote Sensing Scene Classification	May 1, 2023	ClassificationRobust classification	—Unverified
Embedded Self-Distillation in Compact Multi-Branch Ensemble Network for Remote Sensing Scene Classification	Apr 1, 2021	General ClassificationScene Classification	—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