Essays about: "Audio classification"

Showing result 6 - 10 of 58 essays containing the words Audio classification.

1. 6. Impact of GAN methods for theHandwritten Digit Classification inHandwritten Document Images

   University essay from Blekinge Tekniska Högskola/Institutionen för datavetenskap

   Author : Athul Velagapudi; [2023]
   Keywords : Classification; Machine learning; Deep learning; GANS; Feature extrac- tion;

   Abstract : Background: GANs are well-known for their ability to generate realistic fake sample data, which can be audio, images, and videos. The application areas of GANs have increased their popularity in recent years. The first and best feature of GANs is their learning nature, characterized by powerful learning. READ MORE

3. 7. Comparison of CNN and LSTM for classifying short musical samples

   University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

   Author : Tore Nylén; Victor Stenmark; [2023]
   Keywords : ;

   Abstract : Applying machine learning to music and audio data is becoming increasingly common. One such area of research is instrument classification, which is the task of identifying the instrument played in a given audio file. In this study, we compared two machine learning model types, LSTM and CNN, on the task of classifying ten different instruments. READ MORE

4. 8. Efficient Music Thumbnailing for Genre Classification

   University essay from KTH/Matematisk statistik

   Author : Adam Skärbo Jonsson; [2022]
   Keywords : Music thumbnailing; Music genre classification; Machine learning; Deep learning; Bidirectional recurrent neural network; RNN; Musikgenreklassificering; Maskininlärning; Djupinlärning; RNN;

   Abstract : For music genre classification purposes, the importance of an intelligent and content-based selection of audio samples has been mostly overlooked. One common approach toward representative results is to select samples at predetermined locations. This is done to avoid analysis of the full audio during classification. READ MORE

5. 9. Automatic loose gravel condition detection using acoustic observations

   University essay from Högskolan Dalarna/Institutionen för information och teknik

   Author : Gionian Kyros; Elias Myrén; [2022]
   Keywords : Sound Classification; Supervised Machine Learning; Gravel roads assessment; SVM; Random Forest; Ensemble of bagged trees; Sound feature extraction;

   Abstract : Evaluation of the road's condition and state is essential for its upkeep, especially when discussing gravel roads, for the following reasons, among other. When loose gravel is not adequately maintained, it can pose a hazard to drivers, who can lose control of their vehicle and cause accidents. READ MORE

6. 10. Multimodal Machine Learning in Human Motion Analysis

   University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

   Author : Jia Fu; [2022]
   Keywords : Multimodal machine learning; Modal fusion; Human motion classification; Multimodal maskininlärning; Modal fusion; Mänsklig rörelseklassificering;

   Abstract : Currently, most long-term human motion classification and prediction tasks are driven by spatio-temporal data of the human trunk. In addition, data with multiple modalities can change idiosyncratically with human motion, such as electromyography (EMG) of specific muscles and respiratory rhythm. READ MORE