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 21–30 of 453 papers

Title	Date	Tasks	Status	Hype
Efficient Multi-Task Scene Analysis with RGB-D Transformers	Jun 8, 2023	Panoptic SegmentationScene Classification	CodeCode Available	1
CD-COCO: A Versatile Complex Distorted COCO Database for Scene-Context-Aware Computer Vision	Nov 12, 2023	object-detectionObject Detection	CodeCode Available	1
Convolutional Neural Networks Based Remote Sensing Scene Classification under Clear and Cloudy Environments	Dec 30, 2021	ClassificationScene Classification	CodeCode Available	1
DCASENET: A joint pre-trained deep neural network for detecting and classifying acoustic scenes and events	Sep 21, 2020	Acoustic Scene ClassificationAudio Tagging	CodeCode Available	1
Decoupling Common and Unique Representations for Multimodal Self-supervised Learning	Sep 11, 2023	Scene ClassificationSelf-Supervised Learning	CodeCode Available	1
Deep CNNs Meet Global Covariance Pooling: Better Representation and Generalization	Apr 15, 2019	Fine-Grained Visual RecognitionGeneral Classification	CodeCode Available	1
Description on IEEE ICME 2024 Grand Challenge: Semi-supervised Acoustic Scene Classification under Domain Shift	Feb 5, 2024	Acoustic Scene ClassificationScene Classification	CodeCode Available	1
Device-Robust Acoustic Scene Classification Based on Two-Stage Categorization and Data Augmentation	Jul 16, 2020	Acoustic Scene ClassificationData Augmentation	CodeCode Available	1
On Creating Benchmark Dataset for Aerial Image Interpretation: Reviews, Guidances and Million-AID	Jun 22, 2020	General ClassificationImage Classification	CodeCode Available	1
BYOL-S: Learning Self-supervised Speech Representations by Bootstrapping	Jun 24, 2022	Scene ClassificationSelf-Supervised Learning	CodeCode Available	1

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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