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 51–100 of 453 papers

TitleStatusHype
Vision-based Fight Detection from Surveillance CamerasCode1
APLA: A Simple Adaptation Method for Vision TransformersCode1
APPLeNet: Visual Attention Parameterized Prompt Learning for Few-Shot Remote Sensing Image Generalization using CLIPCode1
ApproxDet: Content and Contention-Aware Approximate Object Detection for MobilesCode1
The Receptive Field as a Regularizer in Deep Convolutional Neural Networks for Acoustic Scene ClassificationCode1
A Two-Stage Approach to Device-Robust Acoustic Scene ClassificationCode1
CMID: A Unified Self-Supervised Learning Framework for Remote Sensing Image UnderstandingCode1
Decoupling Common and Unique Representations for Multimodal Self-supervised LearningCode1
Remote Sensing Image Scene Classification: Benchmark and State of the ArtCode1
A system of vision sensor based deep neural networks for complex driving scene analysis in support of crash risk assessment and preventionCode1
Receptive Field Regularization Techniques for Audio Classification and Tagging with Deep Convolutional Neural NetworksCode1
MSMatch: Semi-Supervised Multispectral Scene Classification with Few LabelsCode1
Consecutive Pretraining: A Knowledge Transfer Learning Strategy with Relevant Unlabeled Data for Remote Sensing DomainCode1
AID: A Benchmark Dataset for Performance Evaluation of Aerial Scene ClassificationCode1
Multi-Temporal Scene Classification and Scene Change Detection with Correlation based FusionCode1
CITISEN: A Deep Learning-Based Speech Signal-Processing Mobile ApplicationCode1
Receptive-field-regularized CNN variants for acoustic scene classificationCode1
Remote Sensing Image Classification with the SEN12MS DatasetCode1
Scene-Graph Augmented Data-Driven Risk Assessment of Autonomous Vehicle DecisionsCode1
Do we still need ImageNet pre-training in remote sensing scene classification?Code1
Convolutional Neural Networks Based Remote Sensing Scene Classification under Clear and Cloudy EnvironmentsCode1
A Simple Fusion of Deep and Shallow Learning for Acoustic Scene ClassificationCode0
Mapping Between fMRI Responses to Movies and their Natural Language AnnotationsCode0
Low-Complexity Acoustic Scene Classification Using Parallel Attention-Convolution NetworkCode0
A Remote Sensing Image Dataset for Cloud RemovalCode0
Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 ChallengeCode0
Local semantic enhanced convnet for aerial scene recognitionCode0
Low-complexity acoustic scene classification for multi-device audio: analysis of DCASE 2021 Challenge systemsCode0
Multi-level Cross-modal Feature Alignment via Contrastive Learning towards Zero-shot Classification of Remote Sensing Image ScenesCode0
Knowledge Guided Disambiguation for Large-Scale Scene Classification with Multi-Resolution CNNsCode0
A Passive Similarity based CNN Filter Pruning for Efficient Acoustic Scene ClassificationCode0
Acoustic Scene Classification by Implicitly Identifying Distinct Sound EventsCode0
Kolmogorov-Arnold Network for Satellite Image Classification in Remote SensingCode0
A New Lightweight Hybrid Graph Convolutional Neural Network -- CNN Scheme for Scene Classification using Object Detection InferenceCode0
HexaConvCode0
Geolocation Estimation of Photos using a Hierarchical Model and Scene ClassificationCode0
An embarrassingly simple comparison of machine learning algorithms for indoor scene classificationCode0
Gradient-Guided Multiscale Focal Attention Network for Remote Sensing Scene ClassificationCode0
In-domain representation learning for remote sensingCode0
Let there be color!: joint end-to-end learning of global and local image priors for automatic image colorization with simultaneous classificationCode0
Multimodal Remote Sensing Scene Classification Using VLMs and Dual-Cross Attention NetworksCode0
Bringing the Discussion of Minima Sharpness to the Audio Domain: a Filter-Normalised Evaluation for Acoustic Scene ClassificationCode0
An Audio-Visual Dataset and Deep Learning Frameworks for Crowded Scene ClassificationCode0
Equivariant Multi-View NetworksCode0
Exploiting Parallel Audio Recordings to Enforce Device Invariance in CNN-based Acoustic Scene ClassificationCode0
Exploring Models and Data for Remote Sensing Image Caption GenerationCode0
Efficient Similarity-based Passive Filter Pruning for Compressing CNNsCode0
Enhancing Scene Classification in Cloudy Image Scenarios: A Collaborative Transfer Method with Information Regulation Mechanism using Optical Cloud-Covered and SAR Remote Sensing ImagesCode0
A multiple-instance densely-connected ConvNet for aerial scene classificationCode0
Domain Information Control at Inference Time for Acoustic Scene ClassificationCode0
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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