Papers Scene Classification
“Scene Classification” 태그가 달린 논문 497편 · 필터 해제
Geographical Knowledge-driven Representation Learning for Remote Sensing Images
The proliferation of remote sensing satellites has resulted in a massive amount of remote sensing images. However, due to human and material resource constraints, the vast majority of remote sensing images remain unlabel…
object-detectionObject DetectionRepresentation LearningScene Classification+1Local semantic enhanced convnet for aerial scene recognition
Aerial scene recognition is challenging due to the complicated object distribution and spatial arrangement in a large-scale aerial image. Recent studies attempt to explore the local semantic representation capability of …
Aerial Scene ClassificationImage ClassificationScene ClassificationScene RecognitionA Lottery Ticket Hypothesis Framework for Low-Complexity Device-Robust Neural Acoustic Scene Classification
We propose a novel neural model compression strategy combining data augmentation, knowledge transfer, pruning, and quantization for device-robust acoustic scene classification (ASC). Specifically, we tackle the ASC task …
Acoustic Scene ClassificationData AugmentationModel CompressionNetwork Pruning+3A system of vision sensor based deep neural networks for complex driving scene analysis in support of crash risk assessment and prevention
To assist human drivers and autonomous vehicles in assessing crash risks, driving scene analysis using dash cameras on vehicles and deep learning algorithms is of paramount importance. Although these technologies are inc…
Autonomous VehiclesScene ClassificationA Lightweight ReLU-Based Feature Fusion for Aerial Scene Classification
In this paper, we propose a transfer-learning based model construction technique for the aerial scene classification problem. The core of our technique is a layer selection strategy, named ReLU-Based Feature Fusion (RBFF…
Aerial Scene ClassificationClassificationDimensionality Reductionimage-classification+3Audio-visual scene classification: analysis of DCASE 2021 Challenge submissions
This paper presents the details of the Audio-Visual Scene Classification task in the DCASE 2021 Challenge (Task 1 Subtask B). The task is concerned with classification using audio and video modalities, using a dataset of…
ClassificationData AugmentationScene ClassificationTransfer LearningLow-complexity acoustic scene classification for multi-device audio: analysis of DCASE 2021 Challenge systems
This paper presents the details of Task 1A Acoustic Scene Classification in the DCASE 2021 Challenge. The task targeted development of low-complexity solutions with good generalization properties. The provided baseline s…
Acoustic Scene ClassificationQuantizationScene ClassificationReceptive Field Regularization Techniques for Audio Classification and Tagging with Deep Convolutional Neural Networks
In this paper, we study the performance of variants of well-known Convolutional Neural Network (CNN) architectures on different audio tasks. We show that tuning the Receptive Field (RF) of CNNs is crucial to their genera…
Acoustic Scene ClassificationAudio ClassificationInstrument RecognitionScene ClassificationSpectrum Correction: Acoustic Scene Classification with Mismatched Recording Devices
Machine learning algorithms, when trained on audio recordings from a limited set of devices, may not generalize well to samples recorded using other devices with different frequency responses. In this work, a relatively …
Acoustic Scene ClassificationClassificationScene ClassificationMulti-Feature Fusion-based Scene Classification Framework for HSR Images
To realize high-accuracy classification of high spatial resolution (HSR) images, this letter proposes a new multi-feature fusion-based scene classification framework (MF2SCF) by fusing local, global, and color features o…
ClassificationScene ClassificationBigEarthNet-MM: A Large Scale Multi-Modal Multi-Label Benchmark Archive for Remote Sensing Image Classification and Retrieval
This paper presents the multi-modal BigEarthNet (BigEarthNet-MM) benchmark archive made up of 590,326 pairs of Sentinel-1 and Sentinel-2 image patches to support the deep learning (DL) studies in multi-modal multi-label …
image-classificationImage ClassificationImage RetrievalMulti-Label Image Retrieval+3Fast and Accurate Quantized Camera Scene Detection on Smartphones, Mobile AI 2021 Challenge: Report
Camera scene detection is among the most popular computer vision problem on smartphones. While many custom solutions were developed for this task by phone vendors, none of the designed models were available publicly up u…
Scene ClassificationMini-batch graphs for robust image classification
Current deep learning models for classification tasks in computer vision are trained using mini-batches. In the present article, we take advantage of the relationships between samples in a mini-batch, using graph neural …
ClassificationGeneral Classificationimage-classificationImage Classification+1Attentive max feature map and joint training for acoustic scene classification
Various attention mechanisms are being widely applied to acoustic scene classification. However, we empirically found that the attention mechanism can excessively discard potentially valuable information, despite improvi…
Acoustic Scene ClassificationMulti-Task LearningScene ClassificationAn Analysis of State-of-the-art Activation Functions For Supervised Deep Neural Network
This paper provides an analysis of state-of-the-art activation functions with respect to supervised classification of deep neural network. These activation functions comprise of Rectified Linear Units (ReLU), Exponential…
Acoustic Scene ClassificationClassificationGeneral ClassificationScene ClassificationEmbedded Self-Distillation in Compact Multi-Branch Ensemble Network for Remote Sensing Scene Classification
Remote sensing (RS) image scene classification task faces many challenges due to the interference from different characteristics of different geographical elements. To solve this problem, we propose a multi-branch ensemb…
General ClassificationScene ClassificationRemote Sensing Image Classification with the SEN12MS Dataset
Image classification is one of the main drivers of the rapid developments in deep learning with convolutional neural networks for computer vision. So is the analogous task of scene classification in remote sensing. Howev…
BenchmarkingClassificationGeneral Classificationimage-classification+3SpecAugment++: A Hidden Space Data Augmentation Method for Acoustic Scene Classification
In this paper, we present SpecAugment++, a novel data augmentation method for deep neural networks based acoustic scene classification (ASC). Different from other popular data augmentation methods such as SpecAugment and…
Acoustic Scene ClassificationData AugmentationGeneral ClassificationScene ClassificationEnvironmental sound analysis with mixup based multitask learning and cross-task fusion
Environmental sound analysis is currently getting more and more attentions. In the domain, acoustic scene classification and acoustic event classification are two closely related tasks. In this letter, a two-stage method…
Acoustic Scene ClassificationClassificationEnsemble LearningGeneral Classification+1A Hierarchical Approach to Remote Sensing Scene Classification
Remote sensing scene classification deals with the problem of classifying land use/cover of a region from images. To predict the development and socioeconomic structures of cities, the status of land use in regions is tr…
ClassificationGeneral ClassificationScene Classification