cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/c1e-v4e-yap
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/k0p-sv0-e99
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hpx-1p0-51p
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/sx9-3z1-1ad
title: Rinodina lecanorina (A. Massal.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/05h-lbg-t1j
title: Rinodina sophodes (Ach.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hll-aqd-jct
title: Rinodina sophodes (Ach.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/xmp-5xg-flf
title: Rinodina sophodes (Ach.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.4z7tag
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fumaria parviflora",
 "Country is Ecuador",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048406-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/7zy-50s-ms2
title: Rinodina sophodes (Ach.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/8gy-hje-95x
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/b42-b5q-rnc
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/srn-v0d-961
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/p6m-tbj-ff2
title: Ropalospora viridis (Tønsberg) Tønsberg

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/h2z-9tj-qp0
title: Ropalospora viridis (Tønsberg) Tønsberg

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/yyj-kh3-mzw
title: Rinodina sophodes (Ach.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gzs-hm8-2tg
title: Rinodina pityrea Ropin & H. Mayrhofer

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ysr-r1n-6be
title: Rinodina sophodes (Ach.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/d6s-kd5-qmw
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/13a-tfh-3fy
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ddw-dm9-dbx
title: Ropalospora viridis (Tønsberg) Tønsberg

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/lwh-t2y-7qt
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cjp-fdd-jlg
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.8aacrd
title: Occurrence Download

description: A dataset containing 253 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Abutilon terminale"
 ]
}

 The dataset includes 253 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048407-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/2nt-9t3-ayb
title: Rinodina sophodes (Ach.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/lzf-4r1-3b8
title: Rinodina sophodes (Ach.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/y2s-zel-ys9
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/d9x-g58-sgn
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/f41-qzh-v1q
title: Rinodina sophodes (Ach.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/78a-ebe-mkg
title: Rinodina sophodes (Ach.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/d98-1rq-clm
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/lm6-mwt-ypq
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/f6z-5dw-cp0
title: Rinodina sophodes (Ach.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/px8-aje-glg
title: Rinodina sophodes (Ach.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5wr-hnh-v4t
title: Rinodina sophodes (Ach.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/215-dkw-jsd
title: Rinodina sophodes (Ach.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fkp-x24-srj
title: Rinodina sophodes (Ach.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.18419/darus-4711
title: Eigenvalue problem solver for evaporation-driven density instabilities in partially saturated porous media

description: This dataset contains the source code for the eigenvalue problem solver presented in Bringedal et al. "Impact of saturation on evaporation driven density instabilities in porous media: mathematical and numerical analysis", Transport in Porous Media, https://doi.org/10.1007/s11242-025-02207-y
The application allows to model the estimated onset times of evaporation-driven density instabilities in a partially saturated porous medium.
description: This code requires MATLAB to be installed in order to be run. <br>
More information can be found in the README.txt.
description: MATLAB, R2024a
DOI: 10.3535/0e9-07n-chw
title: Rinodina sophodes (Ach.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6cf-nv5-4q1
title: Rinodina sophodes (Ach.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/71w-j5v-tbk
title: Rinodina sophodes (Ach.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qbm-sbp-rrf
title: Rinodina sophodes (Ach.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3g3-scv-1g3
title: Rinodina sophodes (Ach.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/890-vz8-0bx
title: Rinodina sophodes (Ach.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/bvx-h9k-fhb
title: Rinodina sophodes (Ach.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2s7-t5f-qxd
title: Rinodina sophodes (Ach.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/kl2-aqe-mtx
title: Rinodina sophodes (Ach.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/en6-ke5-f0p
title: Rinodina sophodes (Ach.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/xr2-nwx-j0q
title: Rinodina notabilis (Lynge) Sheard

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cmd-2qh-re3
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ggr-z15-thv
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gkv-vzl-4m1
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gcw-k4r-g72
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.6084/m9.figshare.30087265
title: DE_results_p6_isoform.zip

description: <i>DE_results_p6_isoform.zip</i> contains the complete isoform-level differential-expression results (edgeR v4.0) generated from six quantification pipelines—Bambu, IsoQuant, miniQuant, MapQT, Oarfish, and StringTie2—across the three pairwise comparisons D5 vs D6, F7 vs D6, and M8 vs D6.
DOI: 10.5281/zenodo.17090502
title: Primers for ExEC and EpAll
DOI: 10.5281/zenodo.17090503
title: Primers for ExEC and EpAll
DOI: 10.6084/m9.figshare.30087265.v1
title: DE_results_p6_isoform.zip

description: <i>DE_results_p6_isoform.zip</i> contains the complete isoform-level differential-expression results (edgeR v4.0) generated from six quantification pipelines—Bambu, IsoQuant, miniQuant, MapQT, Oarfish, and StringTie2—across the three pairwise comparisons D5 vs D6, F7 vs D6, and M8 vs D6.
DOI: 10.3535/5bv-sqy-cvj
title: Rinodina pityrea Ropin & H. Mayrhofer

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/kz0-vbk-xe5
title: Rinodina sophodes (Ach.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/r96-v8r-p13
title: Rinodina sophodes (Ach.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/bx3-1g3-lwr
title: Rinodina sophodes (Ach.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mf3-4yz-ab5
title: Rinodina sophodes (Ach.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.5a2y6u
title: Occurrence Download

description: A dataset containing 6722 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gaiadendron punctatum"
 ]
}

 The dataset includes 6722 records from 204 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048408-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/61g-swj-a8g
title: Rinodina sophodes (Ach.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/e85-hx3-xrr
title: Rinodina pityrea Ropin & H. Mayrhofer

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.gehett
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Squalius tenellus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 13 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048410-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/xwy-35q-nxy
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zwn-139-tls
title: Rinodina sophodes (Ach.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gfe-2qm-yc6
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jvg-wvb-ezn
title: Rinodina sophodes (Ach.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.rua58s
title: Occurrence Download

description: A dataset containing 11989 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "Geometry POLYGON((113.59979 29.6957,115.02419 29.6957,115.02419 31.07844,113.59979 31.07844,113.59979 29.6957))",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 11989 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048411-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/b6l-s20-ps8
title: Rinodina sophodes (Ach.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.xrncgh
title: Occurrence Download

description: A dataset containing 302 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hyporhamphus sajori"
 ]
}

 The dataset includes 302 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048409-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/zk9-fk5-2j1
title: Rinodina sophodes (Ach.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/lmt-n77-mg2
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/kz4-yta-dap
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/8hv-j0q-zr2
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/8r6-cjq-te2
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/pal-3kr-chq
title: Rinodina sophodes (Ach.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ygp-arm-dr8
title: Schaereria cinereorufa (Schaer.) Th. Fr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/t51-rtz-b0l
title: Schaereria cinereorufa (Schaer.) Th. Fr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.t3f9t4
title: Occurrence Download

description: A dataset containing 82 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fumaria parviflora",
 "Country is Mexico",
 "HasCoordinate is true"
 ]
}

 The dataset includes 82 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048412-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/bpl-rkf-3f2
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/c56-r31-jae
title: Schadonia fecunda (Th. Fr.) Vězda & Poelt

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2e0-77w-qh2
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2jg-rbz-pn2
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/k4w-ehs-2pd
title: Schadonia fecunda (Th. Fr.) Vězda & Poelt

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cf3-y0r-lxz
title: Rinodina teichophila (Nyl.) Arnold

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/8y8-2lm-k59
title: Rinodina teichophila (Nyl.) Arnold

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4m4-82h-qp6
title: Schaereria cinereorufa (Schaer.) Th. Fr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/dqx-ar7-fjd
title: Sarcosagium campestre (Fr.) Poetsch & Schied.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/l10-dgp-1wj
title: Sarcosagium campestre (Fr.) Poetsch & Schied.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zsj-6fg-wft
title: Sarcosagium campestre (Fr.) Poetsch & Schied.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zb5-86z-366
title: Schaereria cinereorufa (Schaer.) Th. Fr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.78qts9
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fumaria parviflora",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 20 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048413-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/mp9-182-hkw
title: Rinodina sophodes (Ach.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2sh-6fk-pjh
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/k8g-avv-0sy
title: Rinodina sophodes (Ach.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.5281/zenodo.15470639
title: DnR-nonverbal-v2 dataset

description: Introduction

DnR-nonverbal is a dataset for cinematic audio source separation (CASS) based on Divide and Remaster (DnR) dataset.

Unlike conventional datasets, our dataset contains non-verbal sounds such as laughter and screaming, just like actual movie audio. Our dataset enables CASS models to allocate non-verbal sounds to the same stem as speech. Examples of clips and separation results are available at https://tky823.github.io/hasumi2025dnr.github.io/ for DnR-nonverbal-v1.

Update

DnR-nonverbal-v2 is updated from DnR-nonverbal-v1 in the following points:



Based on the DnR dataset, the audio quantization bit depth has been set to 32 bits.

By majority vote among the three annotators, samples not originating from human voices were removed.

New samples crawled from FreeSound. These samples are not necessarily CC0. Please refer to licenses.tsv.

New "sigh" samples from VocalSound dataset.


How to Use



Download dnr-nonverbal.tar.gz from this page.

Extract dnr-nonverbal.tar.gz by

tar xvzf dnr-nonverval-v2.tar.gz


(optional) Mix directories with the DnR. Our sample IDs are assigned in such a way that they do not duplicate DnR.


Dataset Structure

The dataset structure is based on DnR, except that our dataset contains non-verbal sounds as a part of the speech stem.

dnr-nonverbal-v2
├── tr
│   ├── 100009
│   │   ├── annots.csv
│   │   ├── background.wav
│   │   ├── foreground.wav
│   │   ├── mix.wav
│   │   ├── music.wav
│   │   ├── nonverbal.wav
│   │   ├── reading.wav
│   │   ├── sfx.wav
│   │   └── speech.wav
│   ├── 100031
│   ...
├── cv
└── tt



reading.wav: Reading style speech extracted from LibriSpeech.

nonverbal.wav: Non-verbal sounds collected from FSD50K and newly crawled from FreeSound. In addition, sign samples are taken from VocalSound.

speech.wav: Mixture of reading style speech and non-verbal sounds.

music.wav: Background music extracted from FMA (medium).

foreground.wav: Foreground effect sounds collected from FSD50K.

background.wav: Background effect sounds collected from FSD50K.

sfx.wav: Foreground and background effect sounds.

annots.csv: A metadata file that identifies sources of sounds.


Citation
DOI: 10.5281/zenodo.15470640
title: DnR-nonverbal dataset

description: Introduction

DnR-nonverbal is a dataset for cinematic audio source separation (CASS) based on Divide and Remaster (DnR) dataset.

Unlike conventional datasets, our dataset contains non-verbal sounds such as laughter and screaming, just like actual movie audio. Our dataset enables CASS models to allocate non-verbal sounds to the same stem as speech. Examples of clips and separation results are available at https://tky823.github.io/hasumi2025dnr.github.io/

How to Use



Download dnr-nonverbal.tar.gz from this page.

Extract dnr-nonverbal.tar.gz by

tar xvzf dnr-nonverval.tar.gz


(optional) Mix directories with the DnR. Our sample IDs are assigned in such a way that they do not duplicate DnR.


Dataset Structure

The dataset structure is based on DnR, except that our dataset contains non-verbal sounds as a part of the speech stem.

dnr-nonverbal
├── tr
│   ├── 100009
│   │   ├── annots.csv
│   │   ├── background.wav
│   │   ├── foreground.wav
│   │   ├── mix.wav
│   │   ├── music.wav
│   │   ├── nonverbal.wav
│   │   ├── reading.wav
│   │   ├── sfx.wav
│   │   └── speech.wav
│   ├── 100031
│   ...
├── cv
└── tt



reading.wav: Reading style speech extracted from LibriSpeech.

nonverbal.wav: Non-verbal sounds collected from FSD50K and newly crawled from FreeSound.

speech.wav: Mixture of reading style speech and non-verbal sounds.

music.wav: Background music extracted from FMA (medium).

foreground.wav: Foreground effect sounds collected from FSD50K.

background.wav: Background effect sounds collected from FSD50K.

sfx.wav: Foreground and background effect sounds.

annots.csv: A metadata file that identifies sources of sounds.


Citation

@inproceedings{hasumi25_interspeech,  title= {{DnR-nonverbal: Cinematic audio source separation dataset containing non-verbal sounds}},  author={Takuya Hasumi and Yusuke Fujita},  year= {2025},  booktitle = {Interspeech 2025},  pages= {4993--4997},  doi= {10.21437/Interspeech.2025-1148},  issn={2958-1796},}
DOI: 10.3535/4f7-x44-k10
title: Rinodina teichophila (Nyl.) Arnold

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/e7l-r9b-3qg
title: Rinodina sophodes (Ach.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ztt-zsn-4qn
title: Ropalospora viridis (Tønsberg) Tønsberg

description: Digital Specimen for the physical specimen hosted at University of Graz.