cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.60712/si-id367426.2
title: StrainInfo SI-ID 367426.2

description: StrainInfo dataset 367426 about a strain of Perenniporia. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367427.2
title: StrainInfo SI-ID 367427.2

description: StrainInfo dataset 367427 about a strain of Serpula lacrymans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367428.2
title: StrainInfo SI-ID 367428.2

description: StrainInfo dataset 367428 about a strain of Serpula lacrymans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367429.2
title: StrainInfo SI-ID 367429.2

description: StrainInfo dataset 367429 about a strain of Serpula lacrymans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367430.2
title: StrainInfo SI-ID 367430.2

description: StrainInfo dataset 367430 about a strain of Serpula lacrymans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367431.2
title: StrainInfo SI-ID 367431.2

description: StrainInfo dataset 367431 about a strain of Fomitiporia mediterranea. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367432.2
title: StrainInfo SI-ID 367432.2

description: StrainInfo dataset 367432 about a strain of Fomitiporia mediterranea. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367433.2
title: StrainInfo SI-ID 367433.2

description: StrainInfo dataset 367433 about a strain of Fomitiporia mediterranea. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367434.2
title: StrainInfo SI-ID 367434.2

description: StrainInfo dataset 367434 about a strain of Phellinus erectus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367435.2
title: StrainInfo SI-ID 367435.2

description: StrainInfo dataset 367435 about a strain of Laetiporus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367436.2
title: StrainInfo SI-ID 367436.2

description: StrainInfo dataset 367436 about a strain of Laetiporus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367437.2
title: StrainInfo SI-ID 367437.2

description: StrainInfo dataset 367437 about a strain of Fomitiporia tenuis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367438.2
title: StrainInfo SI-ID 367438.2

description: StrainInfo dataset 367438 about a strain of Inonotus pachyphloeus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367439.2
title: StrainInfo SI-ID 367439.2

description: StrainInfo dataset 367439 about a strain of Hornodermoporus latissimus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367440.2
title: StrainInfo SI-ID 367440.2

description: StrainInfo dataset 367440 about a strain of Calostilbe striispora. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367441.2
title: StrainInfo SI-ID 367441.2

description: StrainInfo dataset 367441 about a strain of Neonothopanus hygrophanus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.5281/zenodo.14965381
title: Telugu Document Image Dataset

description: Description:







This dataset consists of 20,000 image-text pairs designed to aid in training machine learning models capable of extracting text from scanned Telugu Document Image Dataset. The images in this collection resemble “scans” of documents or book pages, paired with their corresponding text sequences. This dataset aims to reduce the necessity for complex pre-processing steps, such as bounding-box creation and manual text labeling, allowing models to directly map from image inputs to textual sequences.





 



The main objective is to train models to handle real-world scans, particularly those from aged or damaged documents, without needing to design elaborate computer vision algorithms. The dataset focuses on minimizing the manual overhead involved in traditional document processing methods, making it a valuable resource for tasks like optical character recognition (OCR) in low-resource languages like Telugu.







Download Dataset









Key Features:



Wide Variety of Realistic Scans: The dataset includes images mimicking realistic variations, such as aging effects, smudges, and incomplete characters, commonly found in physical book scans or older documents.

Image-Text Pairing: Each image is linked with its corresponding pure text sequence, allowing models to learn efficient text extraction without additional manual preprocessing steps.

Customizable Data Generation: The dataset is built using open-source generator code, which provides flexibility for users to adjust hundreds of parameters. It supports custom corpora, so users can replace the probabilistically generated “gibberish” text with actual texts relevant to their use cases.

Scalable and Efficient: Thanks to parallelized processing, larger datasets can be generated rapidly. Users with powerful computational resources can expand the dataset size to hundreds of thousands or even millions of pairs, making it an adaptable resource for large-scale AI training.

Multi-Script Support: The generator code can easily be extended to other scripts, including different Indic languages or even non-Indic languages, by modifying the Unicode character set and adjusting parameters such as sentence structure and paragraph lengths.


Dataset Applications:

This dataset is especially useful for developing OCR systems that handle Telugu language documents. However, the data generation process is flexible enough to extend to other Indic languages and non-Indic scripts, making it a versatile resource for cross-lingual and multi-modal research in text extraction, document understanding, and AI-driven translation.

This dataset is sourced from Kaggle.
DOI: 10.5281/zenodo.14965382
title: Telugu Document Image Dataset

description: Description:







This dataset consists of 20,000 image-text pairs designed to aid in training machine learning models capable of extracting text from scanned Telugu Document Image Dataset. The images in this collection resemble “scans” of documents or book pages, paired with their corresponding text sequences. This dataset aims to reduce the necessity for complex pre-processing steps, such as bounding-box creation and manual text labeling, allowing models to directly map from image inputs to textual sequences.





 



The main objective is to train models to handle real-world scans, particularly those from aged or damaged documents, without needing to design elaborate computer vision algorithms. The dataset focuses on minimizing the manual overhead involved in traditional document processing methods, making it a valuable resource for tasks like optical character recognition (OCR) in low-resource languages like Telugu.







Download Dataset









Key Features:



Wide Variety of Realistic Scans: The dataset includes images mimicking realistic variations, such as aging effects, smudges, and incomplete characters, commonly found in physical book scans or older documents.

Image-Text Pairing: Each image is linked with its corresponding pure text sequence, allowing models to learn efficient text extraction without additional manual preprocessing steps.

Customizable Data Generation: The dataset is built using open-source generator code, which provides flexibility for users to adjust hundreds of parameters. It supports custom corpora, so users can replace the probabilistically generated “gibberish” text with actual texts relevant to their use cases.

Scalable and Efficient: Thanks to parallelized processing, larger datasets can be generated rapidly. Users with powerful computational resources can expand the dataset size to hundreds of thousands or even millions of pairs, making it an adaptable resource for large-scale AI training.

Multi-Script Support: The generator code can easily be extended to other scripts, including different Indic languages or even non-Indic languages, by modifying the Unicode character set and adjusting parameters such as sentence structure and paragraph lengths.


Dataset Applications:

This dataset is especially useful for developing OCR systems that handle Telugu language documents. However, the data generation process is flexible enough to extend to other Indic languages and non-Indic scripts, making it a versatile resource for cross-lingual and multi-modal research in text extraction, document understanding, and AI-driven translation.

This dataset is sourced from Kaggle.
DOI: 10.60712/si-id367442.2
title: StrainInfo SI-ID 367442.2

description: StrainInfo dataset 367442 about a strain of Hornodermoporus latissimus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367443.2
title: StrainInfo SI-ID 367443.2

description: StrainInfo dataset 367443 about a strain of Inonotus pachyphloeus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367444.2
title: StrainInfo SI-ID 367444.2

description: StrainInfo dataset 367444 about a strain of Phellinus robustus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367445.2
title: StrainInfo SI-ID 367445.2

description: StrainInfo dataset 367445 about a strain of Phellinus punctatus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367446.2
title: StrainInfo SI-ID 367446.2

description: StrainInfo dataset 367446 about a strain of Pichia membranifaciens. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.5281/zenodo.14960396
title: COX_TDP-fingerprinting-datasets

description: This repository contains exemplar and pre-processed datasets used in the research manuscript titled Fingerprinting disease-derived protein aggregates reveals unique signature of Motor Neuron Disease.

Datasets

The datasets are provided in the following categories:

microscopy-tissue and microscopy-RRMs: Contain summary data derived from smma processing of raw TIRF microscopy images. To enable exploration of the pipeline, exemplar images are also provided in microscopy-examples.

- proteomics: Contains pre-processed datasets generated by MaxQuant, alongside the summary data used for visualisations.

- orthogonals: Contains pre-processed datasets for the qPCR and ASC speck analyses.

Please refer to the manuscript for detailed information about the data generation and preprocessing steps. These datasets enable reproduction of the results presented in the manuscript via the corresponding code repository available here.
DOI: 10.5281/zenodo.14960397
title: COX_TDP-fingerprinting-datasets

description: This repository contains exemplar and pre-processed datasets used in the research manuscript titled Fingerprinting disease-derived protein aggregates reveals unique signature of Motor Neuron Disease.

Datasets

The datasets are provided in the following categories:

microscopy-tissue and microscopy-RRMs: Contain summary data derived from smma processing of raw TIRF microscopy images. To enable exploration of the pipeline, exemplar images are also provided in microscopy-examples.

- proteomics: Contains pre-processed datasets generated by MaxQuant, alongside the summary data used for visualisations.

- orthogonals: Contains pre-processed datasets for the qPCR and ASC speck analyses.

Please refer to the manuscript for detailed information about the data generation and preprocessing steps. These datasets enable reproduction of the results presented in the manuscript via the corresponding code repository available here.
DOI: 10.60712/si-id367447.2
title: StrainInfo SI-ID 367447.2

description: StrainInfo dataset 367447 about a strain of Saccharomyces cerevisiae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367448.2
title: StrainInfo SI-ID 367448.2

description: StrainInfo dataset 367448 about a strain of Pichia membranifaciens. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367449.2
title: StrainInfo SI-ID 367449.2

description: StrainInfo dataset 367449 about a strain of Serpula lacrymans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367450.2
title: StrainInfo SI-ID 367450.2

description: StrainInfo dataset 367450 about a strain of Serpula lacrymans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367451.2
title: StrainInfo SI-ID 367451.2

description: StrainInfo dataset 367451 about a strain of Serpula lacrymans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367452.2
title: StrainInfo SI-ID 367452.2

description: StrainInfo dataset 367452 about a strain of Serpula lacrymans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367453.2
title: StrainInfo SI-ID 367453.2

description: StrainInfo dataset 367453 about a strain of Serpula lacrymans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367454.2
title: StrainInfo SI-ID 367454.2

description: StrainInfo dataset 367454 about a strain of Ganoderma. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367455.2
title: StrainInfo SI-ID 367455.2

description: StrainInfo dataset 367455 about a strain of Meyerozyma caribbica. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367456.2
title: StrainInfo SI-ID 367456.2

description: StrainInfo dataset 367456 about a strain of Pichia kluyveri. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367457.2
title: StrainInfo SI-ID 367457.2

description: StrainInfo dataset 367457 about a strain of Pichia kluyveri. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367458.2
title: StrainInfo SI-ID 367458.2

description: StrainInfo dataset 367458 about a strain of Pichia kluyveri. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367463.2
title: StrainInfo SI-ID 367463.2

description: StrainInfo dataset 367463 about a strain of Globisporangium splendens. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367466.2
title: StrainInfo SI-ID 367466.2

description: StrainInfo dataset 367466 about a strain of Serpula lacrymans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367467.2
title: StrainInfo SI-ID 367467.2

description: StrainInfo dataset 367467 about a strain of Pseudocercospora fijiensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367468.2
title: StrainInfo SI-ID 367468.2

description: StrainInfo dataset 367468 about a strain of Fomitiporia baccharidis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367469.2
title: StrainInfo SI-ID 367469.2

description: StrainInfo dataset 367469 about a strain of Fomitiporia baccharidis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367470.2
title: StrainInfo SI-ID 367470.2

description: StrainInfo dataset 367470 about a strain of Fomitiporia baccharidis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367471.2
title: StrainInfo SI-ID 367471.2

description: StrainInfo dataset 367471 about a strain of Pyrenophora. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367473.2
title: StrainInfo SI-ID 367473.2

description: StrainInfo dataset 367473 about a strain of Pyrenophora. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367474.2
title: StrainInfo SI-ID 367474.2

description: StrainInfo dataset 367474 about a strain of Pyrenophora. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367475.2
title: StrainInfo SI-ID 367475.2

description: StrainInfo dataset 367475 about a strain of Pyrenophora. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367477.2
title: StrainInfo SI-ID 367477.2

description: StrainInfo dataset 367477 about a strain of Fomitiporia tenuis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367478.2
title: StrainInfo SI-ID 367478.2

description: StrainInfo dataset 367478 about a strain of Perenniporia. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367479.2
title: StrainInfo SI-ID 367479.2

description: StrainInfo dataset 367479 about a strain of Perenniporia. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367480.2
title: StrainInfo SI-ID 367480.2

description: StrainInfo dataset 367480 about a strain of Fomitiporia tenuis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367481.2
title: StrainInfo SI-ID 367481.2

description: StrainInfo dataset 367481 about a strain of Serpula lacrymans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367482.2
title: StrainInfo SI-ID 367482.2

description: StrainInfo dataset 367482 about a strain of Serpula lacrymans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367483.2
title: StrainInfo SI-ID 367483.2

description: StrainInfo dataset 367483 about a strain of Serpula lacrymans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367484.2
title: StrainInfo SI-ID 367484.2

description: StrainInfo dataset 367484 about a strain of Serpula lacrymans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367485.2
title: StrainInfo SI-ID 367485.2

description: StrainInfo dataset 367485 about a strain of Pleuroascus nicholsonii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id367489.2
title: StrainInfo SI-ID 367489.2

description: StrainInfo dataset 367489 about a strain of Xylaria hypoxylon. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.