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Scene Classification

22 papers with code · Computer Vision

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Knowledge Guided Disambiguation for Large-Scale Scene Classification with Multi-Resolution CNNs

4 Oct 2016yjxiong/caffe

Convolutional Neural Networks (CNNs) have made remarkable progress on scene recognition, partially due to these recent large-scale scene datasets, such as the Places and Places2.

SCENE CLASSIFICATION SCENE RECOGNITION

A Simple Fusion of Deep and Shallow Learning for Acoustic Scene Classification

19 Jun 2018edufonseca/icassp19

In this paper, we propose a system that consists of a simple fusion of two methods of the aforementioned types: a deep learning approach where log-scaled mel-spectrograms are input to a convolutional neural network, and a feature engineering approach, where a collection of hand-crafted features is input to a gradient boosting machine.

ACOUSTIC SCENE CLASSIFICATION FEATURE ENGINEERING SCENE CLASSIFICATION

Training neural audio classifiers with few data

24 Oct 2018jordipons/neural-classifiers-with-few-audio

We investigate supervised learning strategies that improve the training of neural network audio classifiers on small annotated collections.

ACOUSTIC SCENE CLASSIFICATION SCENE CLASSIFICATION TRANSFER LEARNING

HexaConv

ICLR 2018 ehoogeboom/hexaconv

We find that, due to the reduced anisotropy of hexagonal filters, planar HexaConv provides better accuracy than planar convolution with square filters, given a fixed parameter budget.

SCENE CLASSIFICATION

Exploring Models and Data for Remote Sensing Image Caption Generation

21 Dec 2017201528014227051/RSICD_optimal

Finally, a comprehensive review is presented on the proposed data set to fully advance the task of remote sensing caption.

SCENE CLASSIFICATION

Equivariant Multi-View Networks

ICCV 2019 daniilidis-group/emvn

Several popular approaches to 3D vision tasks process multiple views of the input independently with deep neural networks pre-trained on natural images, achieving view permutation invariance through a single round of pooling over all views.

3D SHAPE RETRIEVAL SCENE CLASSIFICATION

Unsupervised adversarial domain adaptation for acoustic scene classification

17 Aug 2018shayangharib/AUDASC

A general problem in acoustic scene classification task is the mismatched conditions between training and testing data, which significantly reduces the performance of the developed methods on classification accuracy.

ACOUSTIC SCENE CLASSIFICATION DOMAIN ADAPTATION SCENE CLASSIFICATION

Geolocation Estimation of Photos using a Hierarchical Model and Scene Classification

ECCV 2018 TIBHannover/GeoEstimation

While the successful estimation of a photo's geolocation enables a number of interesting applications, it is also a very challenging task.

SCENE CLASSIFICATION

The Receptive Field as a Regularizer in Deep Convolutional Neural Networks for Acoustic Scene Classification

3 Jul 2019kkoutini/cpjku_dcase19

To this end, we analyse the receptive field (RF) of these CNNs and demonstrate the importance of the RF to the generalization capability of the models.

ACOUSTIC SCENE CLASSIFICATION SCENE CLASSIFICATION