cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.60712/si-id74575.2
title: StrainInfo SI-ID 74575.2

description: StrainInfo dataset 74575 about a strain of Fusarium equiseti. 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-id74576.2
title: StrainInfo SI-ID 74576.2

description: StrainInfo dataset 74576 about a strain of Aspergillus awamori. 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-id74577.2
title: StrainInfo SI-ID 74577.2

description: StrainInfo dataset 74577 about a strain of a not identified species. 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-id74578.2
title: StrainInfo SI-ID 74578.2

description: StrainInfo dataset 74578 about a strain of Coniochaeta tetraspora. 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-id74579.2
title: StrainInfo SI-ID 74579.2

description: StrainInfo dataset 74579 about a strain of Coniochaeta ellipsoidea. 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-id74581.2
title: StrainInfo SI-ID 74581.2

description: StrainInfo dataset 74581 about a strain of a not identified species. 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: 10.21227/hcc1-6p22
title: Indoor Over-The-Air samples of RF IQ samples in complex value

description: The following dataset includes two types of RF IQ samples: Synthetic and Indoor Over-The-Air datasets.This dataset has been used in a conference paper published in 2025 DySPAN: I Can’t Believe It’s Not Real: CV-MuSeNet: Complex-Valued Multi-Signal Segmentation.Paper abstract:The increasing congestion of the radio frequency spectrum presents challenges for efficient spectrum utilization. Cognitive radio systems enable dynamic spectrum access with the aid of recent innovations in neural networks. However, traditional real-valued neural networks (RVNNs) face difficulties in low signal-to-noise ratio (SNR) environments, as they were not specifically developed to capture essential wireless signal properties such as phase and amplitude. To address these limitations, this work presents CMuSeNet, a complex-valued multi-signal segmentation network for wideband spectrum sensing. Through extensive hyperparameter analysis, it is shown that a naive conversion of existing RVNNs into their complex-valued counterparts is not effective. Built on complex-valued neural networks (CVNNs) with a residual architecture, CMuSeNet introduces a complex-valued Fourier spectrum focal loss (CFL) and a complex plane intersection over union (CIoU) similarity metric to enhance training performance. Extensive evaluations on synthetic, indoor over-the-air, and real-world datasets show that CMuSeNet achieves an average accuracy of 98.98%-99.90%, improving by up to 9.2 percentage points (ppt) over its RVNN counterpart and consistently outperforming state of the art. Strikingly, CMuSeNet achieves the accuracy level of its RVNN counterpart in just two epochs, compared to the 27 epochs required for RVNN, while reducing training time by up to a 92.2% over the state of the art. The results highlight the effectiveness of complex-valued architectures in improving weak signal detection and training efficiency for spectrum sensing in challenging low-SNR environments.
DOI: 10.60712/si-id74582.2
title: StrainInfo SI-ID 74582.2

description: StrainInfo dataset 74582 about a strain of Coniochaeta hoffmannii. 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-id74583.2
title: StrainInfo SI-ID 74583.2

description: StrainInfo dataset 74583 about a strain of Paraconiothyrium fuckelii. 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-id74584.2
title: StrainInfo SI-ID 74584.2

description: StrainInfo dataset 74584 about a strain of Marquandomyces marquandii. 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-id74585.2
title: StrainInfo SI-ID 74585.2

description: StrainInfo dataset 74585 about a strain of Scopulariopsis candida. 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-id74586.2
title: StrainInfo SI-ID 74586.2

description: StrainInfo dataset 74586 about a strain of Alternaria atra. 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-id74587.2
title: StrainInfo SI-ID 74587.2

description: StrainInfo dataset 74587 about a strain of Thielaviopsis paradoxa. 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-id74588.2
title: StrainInfo SI-ID 74588.2

description: StrainInfo dataset 74588 about a strain of Trichoderma deliquescens. 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-id74589.2
title: StrainInfo SI-ID 74589.2

description: StrainInfo dataset 74589 about a strain of Verticillium dahliae. 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-id74590.2
title: StrainInfo SI-ID 74590.2

description: StrainInfo dataset 74590 about a strain of Aspergillus cejpii. 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-id74591.2
title: StrainInfo SI-ID 74591.2

description: StrainInfo dataset 74591 about a strain of Oidiodendron tenuissimum. 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-id74592.2
title: StrainInfo SI-ID 74592.2

description: StrainInfo dataset 74592 about a strain of Fusarium oxysporum. 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-id74593.2
title: StrainInfo SI-ID 74593.2

description: StrainInfo dataset 74593 about a strain of Aspergillus candidus. 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-id74594.2
title: StrainInfo SI-ID 74594.2

description: StrainInfo dataset 74594 about a strain of Botryotinia convoluta. 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-id74595.2
title: StrainInfo SI-ID 74595.2

description: StrainInfo dataset 74595 about a strain of Botryotinia convoluta. 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-id74596.2
title: StrainInfo SI-ID 74596.2

description: StrainInfo dataset 74596 about a strain of Botryotinia convoluta. 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-id74597.2
title: StrainInfo SI-ID 74597.2

description: StrainInfo dataset 74597 about a strain of Gymnoascus uncinatus. 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-id74598.2
title: StrainInfo SI-ID 74598.2

description: StrainInfo dataset 74598 about a strain of Sporothrix pseudoabietina. 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-id74599.2
title: StrainInfo SI-ID 74599.2

description: StrainInfo dataset 74599 about a strain of Hansfordia pulvinata. 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-id74600.2
title: StrainInfo SI-ID 74600.2

description: StrainInfo dataset 74600 about a strain of Wardomyces inflatus. 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-id74601.2
title: StrainInfo SI-ID 74601.2

description: StrainInfo dataset 74601 about a strain of Penicillifer pulcher. 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-id74602.2
title: StrainInfo SI-ID 74602.2

description: StrainInfo dataset 74602 about a strain of Marquandomyces marquandii. 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-id74603.2
title: StrainInfo SI-ID 74603.2

description: StrainInfo dataset 74603 about a strain of Papulaspora pannosa. 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-id74604.2
title: StrainInfo SI-ID 74604.2

description: StrainInfo dataset 74604 about a strain of Scytalidium cuboideum. 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-id74605.2
title: StrainInfo SI-ID 74605.2

description: StrainInfo dataset 74605 about a strain of Gilmaniella humicola. 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-id74609.2
title: StrainInfo SI-ID 74609.2

description: StrainInfo dataset 74609 about a strain of Apiotrichum dulcitum. 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-id74610.2
title: StrainInfo SI-ID 74610.2

description: StrainInfo dataset 74610 about a strain of Scytalidium cuboideum. 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-id74611.2
title: StrainInfo SI-ID 74611.2

description: StrainInfo dataset 74611 about a strain of Sporendonema purpurascens. 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-id74612.2
title: StrainInfo SI-ID 74612.2

description: StrainInfo dataset 74612 about a strain of Sporendonema casei. 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-id74613.2
title: StrainInfo SI-ID 74613.2

description: StrainInfo dataset 74613 about a strain of Sporendonema purpurascens. 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-id74614.2
title: StrainInfo SI-ID 74614.2

description: StrainInfo dataset 74614 about a strain of Sporendonema purpurascens. 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-id74615.2
title: StrainInfo SI-ID 74615.2

description: StrainInfo dataset 74615 about a strain of Sporendonema casei. 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-id74616.2
title: StrainInfo SI-ID 74616.2

description: StrainInfo dataset 74616 about a strain of Phytophthora megasperma. 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-id74617.2
title: StrainInfo SI-ID 74617.2

description: StrainInfo dataset 74617 about a strain of Phlebiopsis gigantea. 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-id74618.2
title: StrainInfo SI-ID 74618.2

description: StrainInfo dataset 74618 about a strain of Fomitopsis quercina. 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-id74620.2
title: StrainInfo SI-ID 74620.2

description: StrainInfo dataset 74620 about a strain of Gloeophyllum abietinum. 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-id74621.2
title: StrainInfo SI-ID 74621.2

description: StrainInfo dataset 74621 about a strain of Gloeophyllum trabeum. 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-id74622.2
title: StrainInfo SI-ID 74622.2

description: StrainInfo dataset 74622 about a strain of Trametes versicolor. 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-id74623.2
title: StrainInfo SI-ID 74623.2

description: StrainInfo dataset 74623 about a strain of Gloeophyllum abietinum. 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-id74624.2
title: StrainInfo SI-ID 74624.2

description: StrainInfo dataset 74624 about a strain of a not identified species. 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-id74625.2
title: StrainInfo SI-ID 74625.2

description: StrainInfo dataset 74625 about a strain of Fomitopsis quercina. 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-id74626.2
title: StrainInfo SI-ID 74626.2

description: StrainInfo dataset 74626 about a strain of Coniophora puteana. 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-id74627.2
title: StrainInfo SI-ID 74627.2

description: StrainInfo dataset 74627 about a strain of Phlebiopsis gigantea. 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-id74628.2
title: StrainInfo SI-ID 74628.2

description: StrainInfo dataset 74628 about a strain of Asterophora lycoperdoides. 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-id74629.2
title: StrainInfo SI-ID 74629.2

description: StrainInfo dataset 74629 about a strain of Ascotricha erinacea. 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-id74630.2
title: StrainInfo SI-ID 74630.2

description: StrainInfo dataset 74630 about a strain of Fusarium equiseti. 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-id74631.2
title: StrainInfo SI-ID 74631.2

description: StrainInfo dataset 74631 about a strain of Monographella nivalis. 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-id74632.2
title: StrainInfo SI-ID 74632.2

description: StrainInfo dataset 74632 about a strain of Malbranchea pulchella. 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-id74633.2
title: StrainInfo SI-ID 74633.2

description: StrainInfo dataset 74633 about a strain of Harzia macrospora. 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-id74634.2
title: StrainInfo SI-ID 74634.2

description: StrainInfo dataset 74634 about a strain of Acremoniella rugulosa. 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-id74635.2
title: StrainInfo SI-ID 74635.2

description: StrainInfo dataset 74635 about a strain of Acremoniella lutzi. 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-id74636.2
title: StrainInfo SI-ID 74636.2

description: StrainInfo dataset 74636 about a strain of Hormiactis fimicola. 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-id74637.2
title: StrainInfo SI-ID 74637.2

description: StrainInfo dataset 74637 about a strain of Alternaria multirostrata. 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-id74638.2
title: StrainInfo SI-ID 74638.2

description: StrainInfo dataset 74638 about a strain of Stemphylium vesicarium. 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-id74639.2
title: StrainInfo SI-ID 74639.2

description: StrainInfo dataset 74639 about a strain of Stemphylium globuliferum. 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-id74640.2
title: StrainInfo SI-ID 74640.2

description: StrainInfo dataset 74640 about a strain of Stemphylium vesicarium. 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-id74641.2
title: StrainInfo SI-ID 74641.2

description: StrainInfo dataset 74641 about a strain of Alternaria multirostrata. 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-id74642.2
title: StrainInfo SI-ID 74642.2

description: StrainInfo dataset 74642 about a strain of Cristulariella depraedans. 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-id74643.2
title: StrainInfo SI-ID 74643.2

description: StrainInfo dataset 74643 about a strain of a not identified species. 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-id74644.2
title: StrainInfo SI-ID 74644.2

description: StrainInfo dataset 74644 about a strain of Papulaspora pannosa. 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-id74645.2
title: StrainInfo SI-ID 74645.2

description: StrainInfo dataset 74645 about a strain of Paecilomyces variotii. 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-id74646.2
title: StrainInfo SI-ID 74646.2

description: StrainInfo dataset 74646 about a strain of Aspergillus amstelodami. 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-id74648.2
title: StrainInfo SI-ID 74648.2

description: StrainInfo dataset 74648 about a strain of Magnusiomyces suaveolens. 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-id74649.2
title: StrainInfo SI-ID 74649.2

description: StrainInfo dataset 74649 about a strain of Magnusiomyces suaveolens. 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-id74650.2
title: StrainInfo SI-ID 74650.2

description: StrainInfo dataset 74650 about a strain of Geotrichum klebahnii. 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-id74651.2
title: StrainInfo SI-ID 74651.2

description: StrainInfo dataset 74651 about a strain of Neoscytalidium dimidiatum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.