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

Showing 251300 of 453 papers

TitleStatusHype
BigEarthNet-MM: A Large Scale Multi-Modal Multi-Label Benchmark Archive for Remote Sensing Image Classification and Retrieval0
Fast and Accurate Quantized Camera Scene Detection on Smartphones, Mobile AI 2021 Challenge: Report0
Mini-batch graphs for robust image classification0
Attentive max feature map and joint training for acoustic scene classification0
An Analysis of State-of-the-art Activation Functions For Supervised Deep Neural Network0
Embedded Self-Distillation in Compact Multi-Branch Ensemble Network for Remote Sensing Scene Classification0
SpecAugment++: A Hidden Space Data Augmentation Method for Acoustic Scene Classification0
Environmental sound analysis with mixup based multitask learning and cross-task fusion0
A Hierarchical Approach to Remote Sensing Scene Classification0
Multi-Modal RGB-D Scene Recognition Across DomainsCode0
Inductive biases, pretraining and fine-tuning jointly account for brain responses to speech0
Scene Retrieval for Contextual Visual Mapping0
Deep Learning for Scene Classification: A Survey0
HexCNN: A Framework for Native Hexagonal Convolutional Neural Networks0
Learning Visual Representation from Human Interactions0
MGML: Multi-Granularity Multi-Level Feature Ensemble Network for Remote Sensing Scene Classification0
Exploiting Context for Robustness to Label Noise in Active Learning0
Remote Sensing Image Scene Classification with Self-Supervised Paradigm under Limited Labeled Samples0
A Comparative Study of Deep Learning Loss Functions for Multi-Label Remote Sensing Image Classification0
RS-MetaNet: Deep meta metric learning for few-shot remote sensing scene classification0
2D-3D Geometric Fusion Network using Multi-Neighbourhood Graph Convolution for RGB-D Indoor Scene Classification0
Deriving Visual Semantics from Spatial Context: An Adaptation of LSA and Word2Vec to generate Object and Scene Embeddings from Images0
Ground-truth or DAER: Selective Re-query of Secondary InformationCode0
Deep Learning Based Open Set Acoustic Scene Classification0
AiRound and CV-BrCT: Novel Multi-View Datasets for Scene Classification0
An Acoustic Segment Model Based Segment Unit Selection Approach to Acoustic Scene Classification with Partial Utterances0
Relational Teacher Student Learning with Neural Label Embedding for Device Adaptation in Acoustic Scene Classification0
DD-CNN: Depthwise Disout Convolutional Neural Network for Low-complexity Acoustic Scene Classification0
Look and Listen: A Multi-modality Late Fusion Approach to Scene Classification for Autonomous Machines0
Capturing scattered discriminative information using a deep architecture in acoustic scene classification0
Learning Speech Representations from Raw Audio by Joint Audiovisual Self-Supervision0
Channel Compression: Rethinking Information Redundancy among Channels in CNN Architecture0
A Transformer-based Audio Captioning Model with Keyword Estimation0
Remote Sensing Image Scene Classification with Deep Neural Networks in JPEG 2000 Compressed Domain0
Acoustic scene classification in DCASE 2020 Challenge: generalization across devices and low complexity solutions0
ACGAN-based Data Augmentation Integrated with Long-term Scalogram for Acoustic Scene Classification0
Spatial Information Considered Network for Scene ClassificationCode0
Remote Sensing Image Scene Classification Meets Deep Learning: Challenges, Methods, Benchmarks, and Opportunities0
Unsupervised Domain Adaptation for Acoustic Scene Classification Using Band-Wise Statistics Matching0
Acoustic Scene Classification using Audio Tagging0
Multi-Granularity Canonical Appearance Pooling for Remote Sensing Scene Classification0
Acoustic Scene Classification with Squeeze-Excitation Residual Networks0
A multiple-instance densely-connected ConvNet for aerial scene classificationCode0
DEEVA: A Deep Learning and IoT Based Computer Vision System to Address Safety and Security of Production Sites in Energy Industry0
Acoustic Scene Classification Using Bilinear Pooling on Time-liked and Frequency-liked Convolution Neural Network0
Convolution Neural Network Architecture Learning for Remote Sensing Scene Classification0
BigEarthNet Dataset with A New Class-Nomenclature for Remote Sensing Image Understanding0
Contextual Sense Making by Fusing Scene Classification, Detections, and Events in Full Motion Video0
Multi-Scale Weight Sharing Network for Image Recognition0
Neural Architecture Search on Acoustic Scene Classification0
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Benchmark Results

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