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 251–260 of 453 papers

Title	Date	Tasks	Status	Hype
MLRSNet: A Multi-label High Spatial Resolution Remote Sensing Dataset for Semantic Scene Understanding	Oct 1, 2020	Deep Learningimage-classification	CodeCode Available	1
A Comparative Study of Deep Learning Loss Functions for Multi-Label Remote Sensing Image Classification	Sep 29, 2020	General Classificationimage-classification	—Unverified	0
RS-MetaNet: Deep meta metric learning for few-shot remote sensing scene classification	Sep 28, 2020	General ClassificationMetric Learning	—Unverified	0
2D-3D Geometric Fusion Network using Multi-Neighbourhood Graph Convolution for RGB-D Indoor Scene Classification	Sep 23, 2020	General ClassificationScene Classification	—Unverified	0
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
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	0
Ground-truth or DAER: Selective Re-query of Secondary Information	Sep 16, 2020	Object TrackingScene Classification	CodeCode Available	0
Understanding the Role of Individual Units in a Deep Neural Network	Sep 10, 2020	Generative Adversarial Networkimage-classification	CodeCode Available	1
Scene-Graph Augmented Data-Driven Risk Assessment of Autonomous Vehicle Decisions	Aug 31, 2020	Autonomous DrivingScene Classification	CodeCode Available	1
CITISEN: A Deep Learning-Based Speech Signal-Processing Mobile Application	Aug 21, 2020	Acoustic Scene ClassificationData Augmentation	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