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 131–140 of 453 papers

Title	Date	Tasks	Status	Hype
AI Security for Geoscience and Remote Sensing: Challenges and Future Trends	Dec 19, 2022	Adversarial AttackBackdoor Attack	—Unverified	0
One Class One Click: Quasi Scene-level Weakly Supervised Point Cloud Semantic Segmentation with Active Learning	Nov 23, 2022	Active LearningScene Classification	—Unverified	0
SpectNet : End-to-End Audio Signal Classification Using Learnable Spectrograms	Nov 17, 2022	Acoustic Scene ClassificationAnomaly Detection	CodeCode Available	0
Backdoor Attacks for Remote Sensing Data with Wavelet Transform	Nov 15, 2022	Backdoor Attackbackdoor defense	CodeCode Available	1
Dynamic loss balancing and sequential enhancement for road-safety assessment and traffic scene classification	Nov 8, 2022	AttributeScene Classification	—Unverified	0
CochlScene: Acquisition of acoustic scene data using crowdsourcing	Nov 4, 2022	Acoustic Scene ClassificationScene Classification	CodeCode Available	0
Efficient Similarity-based Passive Filter Pruning for Compressing CNNs	Oct 27, 2022	Acoustic Scene ClassificationScene Classification	CodeCode Available	0
Multi-dimensional Edge-based Audio Event Relational Graph Representation Learning for Acoustic Scene Classification	Oct 27, 2022	Acoustic Scene ClassificationGraph Representation Learning	CodeCode Available	1
Multi-Source Transformer Architectures for Audiovisual Scene Classification	Oct 18, 2022	ClassificationScene Classification	—Unverified	0
Robust, General, and Low Complexity Acoustic Scene Classification Systems and An Effective Visualization for Presenting a Sound Scene Context	Oct 16, 2022	Acoustic Scene ClassificationScene Classification	—Unverified	0

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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