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 101–150 of 453 papers

TitleStatusHype
Multi-level Cross-modal Feature Alignment via Contrastive Learning towards Zero-shot Classification of Remote Sensing Image ScenesCode0
A New Lightweight Hybrid Graph Convolutional Neural Network -- CNN Scheme for Scene Classification using Object Detection InferenceCode0
Object Detectors Emerge in Deep Scene CNNsCode0
A multiple-instance densely-connected ConvNet for aerial scene classificationCode0
Low-Complexity Acoustic Scene Classification Using Parallel Attention-Convolution NetworkCode0
A multi-device dataset for urban acoustic scene classificationCode0
Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 ChallengeCode0
Classifying Variable-Length Audio Files with All-Convolutional Networks and Masked Global PoolingCode0
Mapping Between fMRI Responses to Movies and their Natural Language AnnotationsCode0
A Challenge to Build Neuro-Symbolic Video AgentsCode0
Local semantic enhanced convnet for aerial scene recognitionCode0
All Grains, One Scheme (AGOS): Learning Multi-grain Instance Representation for Aerial Scene ClassificationCode0
A Variational Bayesian Approach to Learning Latent Variables for Acoustic Knowledge TransferCode0
TOV: The Original Vision Model for Optical Remote Sensing Image Understanding via Self-supervised LearningCode0
Comparing Importance Sampling Based Methods for Mitigating the Effect of Class ImbalanceCode0
A Remote Sensing Image Dataset for Cloud RemovalCode0
Neural Embedding Compression For Efficient Multi-Task Earth Observation ModellingCode0
Training neural audio classifiers with few dataCode0
A Simple Fusion of Deep and Shallow Learning for Acoustic Scene ClassificationCode0
Low-complexity acoustic scene classification for multi-device audio: analysis of DCASE 2021 Challenge systemsCode0
Relay Backpropagation for Effective Learning of Deep Convolutional Neural NetworksCode0
HexaConvCode0
All grains, one scheme (AGOS): Learning multigrain instance representation for aerial scene classificationCode0
In-domain representation learning for remote sensingCode0
Gradient-Guided Multiscale Focal Attention Network for Remote Sensing Scene ClassificationCode0
Vanishing Depth: A Depth Adapter with Positional Depth Encoding for Generalized Image EncodersCode0
Geolocation Estimation of Photos using a Hierarchical Model and Scene ClassificationCode0
Knowledge Guided Disambiguation for Large-Scale Scene Classification with Multi-Resolution CNNsCode0
Generalized Scene Classification from Small-Scale Datasets with Multi-Task LearningCode0
AudioLog: LLMs-Powered Long Audio Logging with Hybrid Token-Semantic Contrastive LearningCode0
FrogDogNet: Fourier frequency Retained visual prompt Output Guidance for Domain Generalization of CLIP in Remote SensingCode0
Exploring Models and Data for Remote Sensing Image Caption GenerationCode0
DeepCorrect: Correcting DNN models against Image DistortionsCode0
Acoustic scene analysis with multi-head attention networksCode0
Kolmogorov-Arnold Network for Satellite Image Classification in Remote SensingCode0
Efficient Similarity-based Passive Filter Pruning for Compressing CNNsCode0
Decentralised Semi-supervised Onboard Learning for Scene Classification in Low-Earth OrbitCode0
Efficient Multi-Resolution Fusion for Remote Sensing Data with Label UncertaintyCode0
A Continual Development Methodology for Large-scale Multitask Dynamic ML SystemsCode0
Enhancing Scene Classification in Cloudy Image Scenarios: A Collaborative Transfer Method with Information Regulation Mechanism using Optical Cloud-Covered and SAR Remote Sensing ImagesCode0
Acoustic scene classification using auditory datasetsCode0
Data-Efficient Low-Complexity Acoustic Scene Classification in the DCASE 2024 ChallengeCode0
Ground-truth or DAER: Selective Re-query of Secondary InformationCode0
Assessment of Sentinel-2 spatial and temporal coverage based on the scene classification layerCode0
Deliberative Explanations: visualizing network insecuritiesCode0
Exploiting Parallel Audio Recordings to Enforce Device Invariance in CNN-based Acoustic Scene ClassificationCode0
Credible Remote Sensing Scene Classification Using Evidential Fusion on Aerial-Ground Dual-view ImagesCode0
Deep Metric Learning-Based Feature Embedding for Hyperspectral Image ClassificationCode0
Domain Information Control at Inference Time for Acoustic Scene ClassificationCode0
Equivariant Multi-View NetworksCode0
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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