Sascha Grollmisch
YOU?
Author Swipe
View article: Automatic best take detection for electric guitar and vocal studio recordings
Automatic best take detection for electric guitar and vocal studio recordings Open
In the course of music recording sessions, the same vocal or instrumental passages are usually performed several times. However, only the best takes are chosen and further processed. Especially for lead vocals and solo instruments, the qua…
View article: A novel extension of FixMatch using uncertainty for semi-supervised audio classification
A novel extension of FixMatch using uncertainty for semi-supervised audio classification Open
Semi-supervised learning (SSL) is a commonly used technique when annotated data is scarce but unlabeled data is easily available. In recent years, SSL has seen a large boost in the computer vision domain and methods such as FixMatch were s…
View article: Human and Machine Performance in Counting Sound Classes in Single-Channel Soundscapes
Human and Machine Performance in Counting Sound Classes in Single-Channel Soundscapes Open
860
View article: How reliable are posterior class probabilities in automatic music classification?
How reliable are posterior class probabilities in automatic music classification? Open
45
View article: IDMT-SMT-Chords Dataset
IDMT-SMT-Chords Dataset Open
The IDMT-SMT-CHORDS comprises of 16 MIDI generated audio files consists of various chord classes. Here we focused on chord voicings, which are commonly used on keyboard instruments and guitars. Based on this we categorized as Guitar and No…
View article: IDMT-SMT-Chords Dataset
IDMT-SMT-Chords Dataset Open
The IDMT-SMT-CHORDS comprises of 16 MIDI generated audio files consists of various chord classes. Here we focused on chord voicings, which are commonly used on keyboard instruments and guitars. Based on this we categorized as Guitar and No…
View article: How Robust are Audio Embeddings for Polyphonic Sound Event Tagging?
How Robust are Audio Embeddings for Polyphonic Sound Event Tagging? Open
2658
View article: D7.2 - Arc Welding Process Monitoring Using Neural Networks and Audio Signal Analysis
D7.2 - Arc Welding Process Monitoring Using Neural Networks and Audio Signal Analysis Open
249
View article: IDMT-FL Dataset
IDMT-FL Dataset Open
The IDMT-DESED-FL and IDMT-URBAN-FL datasets enable research in sound event detection (SED) within a federated learning (FL) context. IDMT-DESED-FL and IDMT-URBAN-FL consist of sound events sourced from well-known DESED and URBAN-8K datase…
View article: IDMT-FL Dataset
IDMT-FL Dataset Open
The IDMT-DESED-FL and IDMT-URBAN-FL datasets enable research in sound event detection (SED) within a federated learning (FL) context. IDMT-DESED-FL and IDMT-URBAN-FL consist of sound events sourced from well-known DESED and URBAN-8K datase…
View article: DESED-FL and URBAN-FL: Federated Learning Datasets for Sound Event Detection
DESED-FL and URBAN-FL: Federated Learning Datasets for Sound Event Detection Open
Research on sound event detection (SED) in environmental settings has seen increased attention in recent years. Large amounts of (private) domestic or urban audio data raise significant logistical and privacy concerns. The inherently distr…
View article: Improving Semi-Supervised Learning for Audio Classification with FixMatch
Improving Semi-Supervised Learning for Audio Classification with FixMatch Open
Including unlabeled data in the training process of neural networks using Semi-Supervised Learning (SSL) has shown impressive results in the image domain, where state-of-the-art results were obtained with only a fraction of the labeled dat…
View article: ACMUS YouTube Set
ACMUS YouTube Set Open
The ACMUS YouTube Set is a link selection of music taken from YouTube videos. The data set currently contains a total of 153 segments of annotated music. The data set was compiled to support the development of computational methods for two…
View article: ACMUS YouTube Set
ACMUS YouTube Set Open
The ACMUS YouTube Set is a link selection of music taken from YouTube videos. The data set currently contains a total of 153 segments of annotated music. The data set was compiled to support the development of computational methods for two…
View article: ACMUS-MIR: An annotated data set of Andean Colombian music
ACMUS-MIR: An annotated data set of Andean Colombian music Open
The ACMUS-MIR data set is a selection of music taken from the Músicas Regionales Archive in Medellin, Colombia. The data set currently contains a total of 624 segments of annotated music. The data set was compiled to support the developmen…
View article: ACMUS-MIR: An annotated data set of Andean Colombian music
ACMUS-MIR: An annotated data set of Andean Colombian music Open
The ACMUS-MIR data set is a selection of music taken from the Músicas Regionales Archive in Medellin, Colombia. The data set currently contains a total of 624 segments of annotated music. The data set was compiled to support the developmen…
View article: DESED-FL and URBAN-FL: Federated Learning Datasets for Sound Event Detection
DESED-FL and URBAN-FL: Federated Learning Datasets for Sound Event Detection Open
Research on sound event detection (SED) in environmental settings has seen increased attention in recent years. The large amounts of (private) domestic or urban audio data needed raise significant logistical and privacy concerns. The inher…
View article: IDMT-ISA-Compressed-Air Dataset
IDMT-ISA-Compressed-Air Dataset Open
The IDMT-ISA-Compressed-Air (IICA) dataset aims to foster research in compressed air leak detection with acoustic emissions in the audible hearing range with recordings of air leaks in a simulated industrial compressed air network. The dat…
View article: IDMT-ISA-Compressed-Air Dataset
IDMT-ISA-Compressed-Air Dataset Open
The IDMT-ISA-Compressed-Air (IICA) dataset aims to foster research in compressed air leak detection with acoustic emissions in the audible hearing range with recordings of air leaks in a simulated industrial compressed air network. The dat…
View article: ACMUS-MIR: An annotated data set of Andean Colombian music
ACMUS-MIR: An annotated data set of Andean Colombian music Open
The ACMUS-MIR data set is a selection of music taken from the Músicas Regionales Archive in Medellin, Colombia. The data set currently contains a total of 337 segments of annotated music. The data set was compiled to support the developmen…
View article: P3.11 Plastic Material Classification using Neural Network based Audio Signal Analysis
P3.11 Plastic Material Classification using Neural Network based Audio Signal Analysis Open
Analyzing the acoustic response of products being struck is a potential method to detect material deviations or faults for automated quality control. To evaluate this, we implement a material detection system by equipping an air hockey tab…
View article: IDMT-ISA-Pucks Dataset
IDMT-ISA-Pucks Dataset Open
The IDMT-ISA-PUCKS dataset (IIPD) was designed to simulate the challenging acoustic analysis conditions consistent with industrial manufacturing settings. The dataset contains audio recordings of multiple games of air-hockey played with pu…
View article: IDMT-ISA-Pucks Dataset
IDMT-ISA-Pucks Dataset Open
The IDMT-ISA-PUCKS dataset (IIPD) was designed to simulate the challenging acoustic analysis conditions consistent with industrial manufacturing settings. The dataset contains audio recordings of multiple games of air-hockey played with pu…
View article: IDMT-ISA-Tubes Dataset
IDMT-ISA-Tubes Dataset Open
The IDMT_ISA_TUBES dataset contains sound files of ten different bulk materials running down a plastic slide in a tube. These bulk materials consist of five types of sweets and five kinds of nuts and screws. Two tubes, identical in constru…
View article: IDMT-ISA-Metal-Balls Dataset
IDMT-ISA-Metal-Balls Dataset Open
The IDMT_ISA_METAL_BALLS dataset contains sound files of three differently coated types of metal balls running down a metal slide (K1, K2, K3). The different surfaces cause a hearable difference of the rolling sounds, which we consider as …
View article: IDMT-ISA-Electric-Engine Dataset
IDMT-ISA-Electric-Engine Dataset Open
The IDMT-ISA-ELECTRIC-ENGINE dataset contains sound files of three similar units of an electrical engine (2ACT Motor Brushless DC 42BLF01, 4000 RPM, 24VDC), which simulate different acoustic conditions. The operational states “good”, “heav…
View article: IDMT-ISA-Metal-Balls Dataset
IDMT-ISA-Metal-Balls Dataset Open
The IDMT_ISA_METAL_BALLS dataset contains sound files of three differently coated types of metal balls running down a metal slide (K1, K2, K3). The different surfaces cause a hearable difference of the rolling sounds, which we consider as …
View article: IDMT-ISA-Tubes Dataset
IDMT-ISA-Tubes Dataset Open
The IDMT_ISA_TUBES dataset contains sound files of ten different bulk materials running down a plastic slide in a tube. These bulk materials consist of five types of sweets and five kinds of nuts and screws. Two tubes, identical in constru…
View article: IDMT-ISA-Electric-Engine Dataset
IDMT-ISA-Electric-Engine Dataset Open
The IDMT-ISA-ELECTRIC-ENGINE dataset contains sound files of three similar units of an electrical engine (2ACT Motor Brushless DC 42BLF01, 4000 RPM, 24VDC), which simulate different acoustic conditions. The operational states “good”, “heav…
View article: ACMUS-MIR: An annotated data set of Andean Colombian music
ACMUS-MIR: An annotated data set of Andean Colombian music Open
The ACMUS-MIR data set is a selection of music taken from the Músicas Regionales Archive in Medellin, Colombia. The data set currently contains a total of 337 segments of annotated music. The data set was compiled to support the developmen…