SOTAVerified

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 26–50 of 453 papers

TitleStatusHype
MSMatch: Semi-Supervised Multispectral Scene Classification with Few LabelsCode1
Decoupling Common and Unique Representations for Multimodal Self-supervised LearningCode1
Multi-Temporal Scene Classification and Scene Change Detection with Correlation based FusionCode1
DCASENET: A joint pre-trained deep neural network for detecting and classifying acoustic scenes and eventsCode1
Debiased Self-Training for Semi-Supervised LearningCode1
Geographical Knowledge-driven Representation Learning for Remote Sensing ImagesCode1
Emotion and Theme Recognition in Music with Frequency-Aware RF-Regularized CNNsCode1
Audio Event-Relational Graph Representation Learning for Acoustic Scene ClassificationCode1
Emergent Properties of Foveated Perceptual SystemsCode1
Generic Knowledge Boosted Pre-training For Remote Sensing ImagesCode1
Device-Robust Acoustic Scene Classification via Impulse Response AugmentationCode1
Device-Robust Acoustic Scene Classification Based on Two-Stage Categorization and Data AugmentationCode1
On Creating Benchmark Dataset for Aerial Image Interpretation: Reviews, Guidances and Million-AIDCode1
ApproxDet: Content and Contention-Aware Approximate Object Detection for MobilesCode1
Efficient Multi-Task Scene Analysis with RGB-D TransformersCode1
A system of vision sensor based deep neural networks for complex driving scene analysis in support of crash risk assessment and preventionCode1
Description on IEEE ICME 2024 Grand Challenge: Semi-supervised Acoustic Scene Classification under Domain ShiftCode1
Dual-Branch Network for Portrait Image Quality AssessmentCode1
CITISEN: A Deep Learning-Based Speech Signal-Processing Mobile ApplicationCode1
APLA: A Simple Adaptation Method for Vision TransformersCode1
CD-COCO: A Versatile Complex Distorted COCO Database for Scene-Context-Aware Computer VisionCode1
Convolutional Neural Networks Based Remote Sensing Scene Classification under Clear and Cloudy EnvironmentsCode1
Deep CNNs Meet Global Covariance Pooling: Better Representation and GeneralizationCode1
Deep-Learning-Based Aerial Image Classification for Emergency Response Applications Using Unmanned Aerial VehiclesCode1
APPLeNet: Visual Attention Parameterized Prompt Learning for Few-Shot Remote Sensing Image Generalization using CLIPCode1
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All datasetsUC Merced Land Use DatasetPlaces365-Standard

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1µ2Net+ (ViT-L/16)Accuracy (%)100—Unverified
2AGOSAccuracy (%)99.88—Unverified
3LSE-NetAccuracy (%)99.78—Unverified
4ResNet50Accuracy (%)99.61—Unverified
5MSMatchAccuracy (%)98.33—Unverified
6MIDC-NetAccuracy (%)97.4—Unverified
#ModelMetricClaimedVerifiedStatus
1iSQRT-COV-Net (ResNet-50)Top 1 Error43.68—Unverified
2WaveMixTop 1 Error43.55—Unverified