cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17139881
title: SAVGBench Dataset

description: Description

This work addresses the lack of multimodal generative models capable of producing high-quality videos with spatially aligned audio. While recent advancements in generative models have been successful in video generation, they often overlook the spatial alignment between audio and visuals, which is essential for immersive experiences. To tackle this problem, we establish a new research direction in benchmarking the Spatially Aligned Audio-Video Generation (SAVG) task.

We introduce the SAVGBench dataset, a spatially aligned audio-visual dataset. It is a stereo audio and perspective video dataset, whose audio and video data are curated based on whether sound events are onscreen or not. It is derived from an audio-visual dataset (STARSS23) consisting of first-order Ambisonics (FOA) audio, 360° video, and spatiotemporal annotations of sound events. We convert the STARSS23 data into stereo audio and perspective video data, tracking the position of sound events on and off the screen. We curate audio and video data that contain only onscreen sound events for the SAVGBench dataset. It focuses on humans and musical instruments in indoor environments, including speeches and instrument sounds.

Specifications

The specifications of the SAVGBench dataset can be summarized as follows:

Volume, duration, and data split:



5,031 clips of 5-sec duration, with a total time of 7.0 hours (development set).

547 clips of 5-sec duration, with a total time of 0.8 hrs (evaluation set).

In both the development and evaluation sets, the ratio of speech to instrument sounds is maintained at about 2:1.


Audio:



Sampling rate: 16kHz.

Stereo format: mid-side (M/S) technique with left-right cardioid stereo patterns.


Video:



Video format: perspective.

Video resolution: 256x256 with padding.

Video frames per second (fps): 4.


Naming convention

The MP4 files follow the naming convention:



fold[fold number]_room[room number]_mix[recording number per room]_deg[viewing angle in degree]_start[start time in frame].mp4


The fold number is currently used only to distinguish between the training (fold3 and fold4) and evaluation (fold5) splits. The room information is provided for the dataset user to help understand the performance of their method concerning different conditions. The fold number, room number, and recording number are derived from the STARSS23 recordings. The viewing angle and start time are provided to indicate the conversion configuration of the clip. Note that we change only the horizontal viewing angle while keeping the vertical viewing angle at 0° elevation.

Download instruction

The file SAVGBench_Dataset_Development.zip contains MP4 data with stereo audio and video for the development set.The file SAVGBench_Dataset_Evaluation.zip corresponds to MP4 data for the evaluation set.

Download the zip files and use your preferred compression tool to unzip them.
DOI: 10.5281/zenodo.17139882
title: SAVGBench Dataset

description: Description

This work addresses the lack of multimodal generative models capable of producing high-quality videos with spatially aligned audio. While recent advancements in generative models have been successful in video generation, they often overlook the spatial alignment between audio and visuals, which is essential for immersive experiences. To tackle this problem, we establish a new research direction in benchmarking the Spatially Aligned Audio-Video Generation (SAVG) task.

We introduce the SAVGBench dataset, a spatially aligned audio-visual dataset. It is a stereo audio and perspective video dataset, whose audio and video data are curated based on whether sound events are onscreen or not. It is derived from an audio-visual dataset (STARSS23) consisting of first-order Ambisonics (FOA) audio, 360° video, and spatiotemporal annotations of sound events. We convert the STARSS23 data into stereo audio and perspective video data, tracking the position of sound events on and off the screen. We curate audio and video data that contain only onscreen sound events for the SAVGBench dataset. It focuses on humans and musical instruments in indoor environments, including speeches and instrument sounds.

Specifications

The specifications of the SAVGBench dataset can be summarized as follows:

Volume, duration, and data split:



5,031 clips of 5-sec duration, with a total time of 7.0 hours (development set).

547 clips of 5-sec duration, with a total time of 0.8 hrs (evaluation set).

In both the development and evaluation sets, the ratio of speech to instrument sounds is maintained at about 2:1.


Audio:



Sampling rate: 16kHz.

Stereo format: mid-side (M/S) technique with left-right cardioid stereo patterns.


Video:



Video format: perspective.

Video resolution: 256x256 with padding.

Video frames per second (fps): 4.


Naming convention

The MP4 files follow the naming convention:



fold[fold number]_room[room number]_mix[recording number per room]_deg[viewing angle in degree]_start[start time in frame].mp4


The fold number is currently used only to distinguish between the training (fold3 and fold4) and evaluation (fold5) splits. The room information is provided for the dataset user to help understand the performance of their method concerning different conditions. The fold number, room number, and recording number are derived from the STARSS23 recordings. The viewing angle and start time are provided to indicate the conversion configuration of the clip. Note that we change only the horizontal viewing angle while keeping the vertical viewing angle at 0° elevation.

Download instruction

The file SAVGBench_Dataset_Development.zip contains MP4 data with stereo audio and video for the development set.The file SAVGBench_Dataset_Evaluation.zip corresponds to MP4 data for the evaluation set.

Download the zip files and use your preferred compression tool to unzip them.
DOI: 10.15468/dl.b576v5
title: Occurrence Download

description: A dataset containing 1840 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fejervarya multistriata"
 ]
}

 The dataset includes 1840 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032759-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/vvpkx5
title: Archeologische vondsten ten tijde van de ruilverkaveling Akmarijp
title: Een inventarisatie van de vindplaatsen van Jan Boschker

description: Tijdens dit onderzoek wordt getoetst of we op basis van de vindplaatsen van Jan Boschker meer inzicht kunnen krijgen in de chronologie van de middeleeuwse veenontginningen. Volgens het theoretische model zouden de oudste middeleeuwse vindplaatsen zich in het noorden en de jongste in het zuiden moeten bevinden. Daarnaast biedt dit onderzoek een beter zicht op de vindplaatsen en bodemvondsten van Jan Boschker, waardoor deze toegankelijk worden voor verder onderzoek.
description: Archeologisch Onderzoek in de gemeente De Fryske Marren
DOI: 10.17026/ar/fc4ikr
title: Het oud kerkhof van Folprandega
title: Scherven uit het water van het Oudhof

description: Het doel van dit onderzoek is het documenteren en ontsluiten van het vondstmateriaal dat afkomstig is uit het Oudhof. Volgens historische bronnen lag op deze locatie de nederzetting Folprandega. Deze nederzetting is in het water verdwenen.
description: Archeologisch Onderzoek in de gemeente De Fryske Marren
DOI: 10.15468/dl.ekf8cw
title: Occurrence Download

description: A dataset containing 1505 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((16.67171958861875 48.61619628912403, 16.82771718859053 48.606698530639704, 16.842026149528383 48.71087383453893, 16.685706278071876 48.72039447283981, 16.67171958861875 48.61619628912403))"
 ]
}

 The dataset includes 1505 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032760-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17232987
title: Dataset of Comparative Analysis of Spectral-Splitting Multilayer Coatings for Compact PV-CST Hybridization

description: The datafile contain the data and the Python scripts presented in the SolarPACES 2025 conference paper : " Comparative Analysis of Spectral-Splitting Multilayer Coatings for Compact PV-CST Hybridization"
DOI: 10.5281/zenodo.17232988
title: Dataset of Comparative Analysis of Spectral-Splitting Multilayer Coatings for Compact PV-CST Hybridization

description: The datafile contain the data and the Python scripts presented in the SolarPACES 2025 conference paper : " Comparative Analysis of Spectral-Splitting Multilayer Coatings for Compact PV-CST Hybridization"
DOI: 10.15468/dl.cvdmdu
title: Occurrence Download

description: A dataset containing 2134 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Natator depressus",
 "HasCoordinate is true",
 "DecimalLatitude is greater than -90",
 "DecimalLongitude is greater than -180",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2020",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation)"
 ]
}

 The dataset includes 2134 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032761-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w6grmj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centaurea diffusa",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032762-250920141307145/datasets/export for details.
DOI: 10.15468/dl.whmtr5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centaurea diffusa",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032763-250920141307145/datasets/export for details.
DOI: 10.15468/dl.7usbzc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centaurea diffusa",
 "Country is Iran (Islamic Republic of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032764-250920141307145/datasets/export for details.
DOI: 10.15468/dl.vesztu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centrocercus urophasianus",
 "Country is one of (Brunei Darussalam, Indonesia, Philippines, Timor-Leste, Singapore)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032765-250920141307145/datasets/export for details.
DOI: 10.5281/zenodo.17232820
title: SOC content in Guizhou province, China
DOI: 10.5281/zenodo.17232819
title: SOC content in Guizhou province, China
DOI: 10.15468/dl.yzumgr
title: Occurrence Download

description: A dataset containing 103 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "TaxonKey is Strobilanthes kunthiana"
 ]
}

 The dataset includes 103 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032766-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.27824772
title: Dataset for multiple regression analysis to confirm the effect of being in the expert group for items that were significant in the simple analysis.

description: Dataset to explore the benefits of sutra-chanting by comparing the oral and respiratory functions of expert Buddhist priests in sutra-chanting (expert group) with those of general Buddhist priests (general group).
DOI: 10.6084/m9.figshare.27824772.v1
title: Dataset for multiple regression analysis to confirm the effect of being in the expert group for items that were significant in the simple analysis.

description: Dataset to explore the benefits of sutra-chanting by comparing the oral and respiratory functions of expert Buddhist priests in sutra-chanting (expert group) with those of general Buddhist priests (general group).
DOI: 10.15468/dl.k9swp8
title: Occurrence Download

description: A dataset containing 10178 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Korea, Republic of",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Aix galericulata (Linnaeus, 1758)"
 ]
}

 The dataset includes 10178 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019449-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3m43gc
title: Occurrence Download

description: A dataset containing 16965 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Germany",
 "TaxonKey is Aix galericulata (Linnaeus, 1758)"
 ]
}

 The dataset includes 16965 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019448-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m7uz35
title: Occurrence Download

description: A dataset containing 503 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Catalpa bungei C.A.Mey."
 ]
}

 The dataset includes 503 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019450-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.456wke
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Epilobium psilotum Maire & Sam."
 ]
}

 The dataset includes 18 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019451-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xj4kbn
title: Occurrence Download

description: A dataset containing 1550 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Chinese Taipei, Hong Kong, Macao)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Triticum aestivum L."
 ]
}

 The dataset includes 1550 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019452-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kejn4h
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Epilobium tianschanicum Pavlov"
 ]
}

 The dataset includes 44 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019453-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10778226
title: Data for the manuscript "Evidence of stress control on dissolution cavity growth along heterogeneous field-scale fractures from coupled hydro-mechanical-chemical (HMC) modeling"
DOI: 10.5281/zenodo.10778225
title: Data for the manuscript "Evidence of stress control on dissolution cavity growth along heterogeneous field-scale fractures from coupled hydro-mechanical-chemical (HMC) modeling"
DOI: 10.5281/zenodo.14036861
title: Data for the manuscript "Evidence of stress control on dissolution cavity growth along heterogeneous field-scale fractures from coupled hydro-mechanical-chemical (HMC) modeling"
DOI: 10.5281/zenodo.14177709
title: Scripts and data for the manuscript "Transcriptomic profiling of gill biopsies to define predictive markers for seawater survival in farmed Atlantic salmon"

description: This dataset supports the manuscript titled "Transcriptomic profiling of gill biopsies to define predictive markers for seawater survival in farmed Atlantic salmon." It contains comprehensive RNA-seq count data from gill biopsies of approximately 3000 Atlantic salmon smolt, collected during the SynchroSmolt project. The data is supplemented with RNA-seq counts from two prior photoperiod smolt experiments (2013_shortdays and 2017_winterlength) and single-nucleus RNA-seq (snRNA-seq) data from an additional experiment.

Key Dataset Elements:- RNA-seq read counts and metadata for three experiments, detailing various growth, condition, and survival indicators.- Scripts for analysis include differential expression analysis, random forest model preparation and execution, and cell-type-specific gene analysis.- Intermediate data outputs such as normalized RNA-seq counts, results from differential expression analyses, and random forest model inputs and outputs.

This dataset facilitates the exploration of gene expression-based predictive modeling for seawater survival, revealing key insights into the influence of photoperiod history and developmental gene regulation on Atlantic salmon's transition to seawater.
DOI: 10.5281/zenodo.14177710
title: Scripts and data for the manuscript "Transcriptomic profiling of gill biopsies to define predictive markers for seawater survival in farmed Atlantic salmon"

description: This dataset supports the manuscript titled "Transcriptomic profiling of gill biopsies to define predictive markers for seawater survival in farmed Atlantic salmon." It contains comprehensive RNA-seq count data from gill biopsies of approximately 3000 Atlantic salmon smolt, collected during the SynchroSmolt project. The data is supplemented with RNA-seq counts from two prior photoperiod smolt experiments (2013_shortdays and 2017_winterlength) and single-nucleus RNA-seq (snRNA-seq) data from an additional experiment.

Key Dataset Elements:- RNA-seq read counts and metadata for three experiments, detailing various growth, condition, and survival indicators.- Scripts for analysis include differential expression analysis, random forest model preparation and execution, and cell-type-specific gene analysis.- Intermediate data outputs such as normalized RNA-seq counts, results from differential expression analyses, and random forest model inputs and outputs.

This dataset facilitates the exploration of gene expression-based predictive modeling for seawater survival, revealing key insights into the influence of photoperiod history and developmental gene regulation on Atlantic salmon's transition to seawater.
DOI: 10.15468/dl.ty5nb7
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((4.69885 50.54336,4.6977 50.53933,4.70225 50.5365,4.70572 50.53935,4.70245 50.54385,4.69885 50.54336))",
 "OccurrenceStatus is Present",
 "Year 2014-2024"
 ]
}

 The dataset includes 24 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019454-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2phrjb
title: Occurrence Download

description: A dataset containing 172 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Epilobium tibetanum Hausskn."
 ]
}

 The dataset includes 172 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019457-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mqjqth
title: Occurrence Download

description: A dataset containing 503 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Catalpa bungei C.A.Mey."
 ]
}

 The dataset includes 503 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019459-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bmczkn
title: Occurrence Download

description: A dataset containing 449 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Epilobium wallichianum Hausskn."
 ]
}

 The dataset includes 449 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019460-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ud4pa6
title: Occurrence Download

description: A dataset containing 306151 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Lao People’s Democratic Republic"
 ]
}

 The dataset includes 306151 records from 611 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019434-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cuz85e
title: Occurrence Download

description: A dataset containing 1506 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((33.53819 -9.66818,33.57495 -9.67278,33.56602 -9.64036,33.5387 -9.63781,33.53053 -9.64317,33.53258 -9.65644,33.53819 -9.66818))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is one of (CR, EN, VU, NT, LC, NE, DD)"
 ]
}

 The dataset includes 1506 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019461-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4j6ac7
title: Occurrence Download

description: A dataset containing 4231 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ludwigia adscendens (L.) H.Hara"
 ]
}

 The dataset includes 4231 records from 218 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019463-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.