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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 151–175 of 453 papers

TitleStatusHype
Automatic Monitoring of Activities of Daily Living based on Real-life Acoustic Sensor Data: a preliminary study—0
Deep Within-Class Covariance Analysis for Robust Audio Representation Learning—0
Deep Space Separable Distillation for Lightweight Acoustic Scene Classification—0
Automated Vision-based Bridge Component Extraction Using Multiscale Convolutional Neural Networks—0
Acoustic Scene Clustering Using Joint Optimization of Deep Embedding Learning and Clustering Iteration—0
Deep Scene Image Classification With the MFAFVNet—0
Deep Within-Class Covariance Analysis for Robust Deep Audio Representation Learning—0
DEEVA: A Deep Learning and IoT Based Computer Vision System to Address Safety and Security of Production Sites in Energy Industry—0
Audio-Visual Scene Classification Using A Transfer Learning Based Joint Optimization Strategy—0
Dense v.s. Sparse: A Comparative Study of Sampling Analysis in Scene Classification of High-Resolution Remote Sensing Imagery—0
Deriving Visual Semantics from Spatial Context: An Adaptation of LSA and Word2Vec to generate Object and Scene Embeddings from Images—0
Deep Robust Single Image Depth Estimation Neural Network Using Scene Understanding—0
Detection Bank: An Object Detection Based Video Representation for Multimedia Event Recognition—0
Deep Neural Decision Forest for Acoustic Scene Classification—0
Audio-visual scene classification: analysis of DCASE 2021 Challenge submissions—0
A Lightweight ReLU-Based Feature Fusion for Aerial Scene Classification—0
Digital Divides in Scene Recognition: Uncovering Socioeconomic Biases in Deep Learning Systems—0
1-D CNN based Acoustic Scene Classification via Reducing Layer-wise Dimensionality—0
Do humans and Convolutional Neural Networks attend to similar areas during scene classification: Effects of task and image type—0
Domain Generalization on Efficient Acoustic Scene Classification using Residual Normalization—0
Domain Generalization with Relaxed Instance Frequency-wise Normalization for Multi-device Acoustic Scene Classification—0
BFO Meets HOG: Feature Extraction Based on Histograms of Oriented p.d.f. Gradients for Image Classification—0
Audio Scene Classification with Deep Recurrent Neural Networks—0
Dual Classification Head Self-training Network for Cross-scene Hyperspectral Image Classification—0
Deep Learning for Scene Classification: A Survey—0
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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