About

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

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Datasets

Greatest papers with code

SEN12MS -- A Curated Dataset of Georeferenced Multi-Spectral Sentinel-1/2 Imagery for Deep Learning and Data Fusion

18 Jun 2019chrieke/awesome-satellite-imagery-datasets

The availability of curated large-scale training data is a crucial factor for the development of well-generalizing deep learning methods for the extraction of geoinformation from multi-sensor remote sensing imagery.

SCENE CLASSIFICATION SEMANTIC SEGMENTATION

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

Understanding the Role of Individual Units in a Deep Neural Network

10 Sep 2020davidbau/dissect

Second, we use a similar analytic method to analyze a generative adversarial network (GAN) model trained to generate scenes.

IMAGE CLASSIFICATION IMAGE GENERATION SCENE CLASSIFICATION

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

Emotion and Theme Recognition in Music with Frequency-Aware RF-Regularized CNNs

28 Oct 2019kkoutini/cpjku_dcase19

We present CP-JKU submission to MediaEval 2019; a Receptive Field-(RF)-regularized and Frequency-Aware CNN approach for tagging music with emotion/mood labels.

ACOUSTIC SCENE CLASSIFICATION SCENE CLASSIFICATION