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

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Showing 271–280 of 453 papers

Title	Date	Tasks	Status
2D-3D Geometric Fusion Network using Multi-Neighbourhood Graph Convolution for RGB-D Indoor Scene Classification	Sep 23, 2020	General ClassificationScene Classification	—Unverified
Deriving Visual Semantics from Spatial Context: An Adaptation of LSA and Word2Vec to generate Object and Scene Embeddings from Images	Sep 20, 2020	ObjectScene Classification	—Unverified
Ground-truth or DAER: Selective Re-query of Secondary Information	Sep 16, 2020	Object TrackingScene Classification	CodeCode Available
Deep Learning Based Open Set Acoustic Scene Classification	Aug 17, 2020	Acoustic Scene ClassificationClassification	—Unverified
AiRound and CV-BrCT: Novel Multi-View Datasets for Scene Classification	Aug 3, 2020	General Classificationimage-classification	—Unverified
An Acoustic Segment Model Based Segment Unit Selection Approach to Acoustic Scene Classification with Partial Utterances	Jul 31, 2020	Acoustic Scene ClassificationClassification	—Unverified
Relational Teacher Student Learning with Neural Label Embedding for Device Adaptation in Acoustic Scene Classification	Jul 31, 2020	Acoustic Scene ClassificationClassification	—Unverified
DD-CNN: Depthwise Disout Convolutional Neural Network for Low-complexity Acoustic Scene Classification	Jul 25, 2020	Acoustic Scene ClassificationClassification	—Unverified
Look and Listen: A Multi-modality Late Fusion Approach to Scene Classification for Autonomous Machines	Jul 11, 2020	Scene Classification	—Unverified
Capturing scattered discriminative information using a deep architecture in acoustic scene classification	Jul 9, 2020	Acoustic Scene ClassificationGeneral 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