optical microscope Search Results


point source microscope psm  (Optical Perspectives Group LLC)
93
Optical Perspectives Group LLC point source microscope psm
Point Source Microscope Psm, supplied by Optical Perspectives Group LLC, used in various techniques. Bioz Stars score: 93/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/point source microscope psm/product/Optical Perspectives Group LLC
Average 93 stars, based on 1 article reviews
point source microscope psm - by Bioz Stars, 2026-04
93/100 stars
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stomics microscope  (Complete Genomics Inc)
96
Complete Genomics Inc stomics microscope
a, Distribution of staining types in CellBinDB. b, Distribution of tissue types in CellBinDB, where tissue types with less than 10 samples are included in other, for details, see supplementary table 1. c, Examples of CellBinDB images and their two types of (semantic and instance) ground truth annotations, with 10 μ m scale bar from left to right columns 1, 2: ssDNA, columns 3, 4: DAPI, columns 5, 6: H&E, columns 7, 8: mIF, column 9: 10x Genomics DAPI, column 10: 10x Genomics H&E. The first row is the original <t>microscope</t> image, followed by the semantic annotation mask and instance annotation mask. d, Scatter plot of t-SNE demonstrates the diverse spread of data by different staining types and sources. e, Scatter plot of t-SNE demonstrates the diversity of CellBinDB compared to previous datasets. f, The number of manual and semi-automatic annotations in CellBinDB. g, The dataset annotation process includes four steps: 1.model annotation, 2.annotation team modification/re-annotation(depends on the model annotation results), 3.expert review, go to the next step if the annotations are correct, otherwise return to the second step for modification, 4. add the original image and the two masks to the dataset.
Stomics Microscope, supplied by Complete Genomics Inc, used in various techniques. Bioz Stars score: 96/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/stomics microscope/product/Complete Genomics Inc
Average 96 stars, based on 1 article reviews
stomics microscope - by Bioz Stars, 2026-04
96/100 stars
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dm2500 optical microscope  (Danaher Inc)
96
Danaher Inc dm2500 optical microscope
a, Distribution of staining types in CellBinDB. b, Distribution of tissue types in CellBinDB, where tissue types with less than 10 samples are included in other, for details, see supplementary table 1. c, Examples of CellBinDB images and their two types of (semantic and instance) ground truth annotations, with 10 μ m scale bar from left to right columns 1, 2: ssDNA, columns 3, 4: DAPI, columns 5, 6: H&E, columns 7, 8: mIF, column 9: 10x Genomics DAPI, column 10: 10x Genomics H&E. The first row is the original <t>microscope</t> image, followed by the semantic annotation mask and instance annotation mask. d, Scatter plot of t-SNE demonstrates the diverse spread of data by different staining types and sources. e, Scatter plot of t-SNE demonstrates the diversity of CellBinDB compared to previous datasets. f, The number of manual and semi-automatic annotations in CellBinDB. g, The dataset annotation process includes four steps: 1.model annotation, 2.annotation team modification/re-annotation(depends on the model annotation results), 3.expert review, go to the next step if the annotations are correct, otherwise return to the second step for modification, 4. add the original image and the two masks to the dataset.
Dm2500 Optical Microscope, supplied by Danaher Inc, used in various techniques. Bioz Stars score: 96/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/dm2500 optical microscope/product/Danaher Inc
Average 96 stars, based on 1 article reviews
dm2500 optical microscope - by Bioz Stars, 2026-04
96/100 stars
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photomicroscope  (Evident Corporation)
98
Evident Corporation photomicroscope
a, Distribution of staining types in CellBinDB. b, Distribution of tissue types in CellBinDB, where tissue types with less than 10 samples are included in other, for details, see supplementary table 1. c, Examples of CellBinDB images and their two types of (semantic and instance) ground truth annotations, with 10 μ m scale bar from left to right columns 1, 2: ssDNA, columns 3, 4: DAPI, columns 5, 6: H&E, columns 7, 8: mIF, column 9: 10x Genomics DAPI, column 10: 10x Genomics H&E. The first row is the original <t>microscope</t> image, followed by the semantic annotation mask and instance annotation mask. d, Scatter plot of t-SNE demonstrates the diverse spread of data by different staining types and sources. e, Scatter plot of t-SNE demonstrates the diversity of CellBinDB compared to previous datasets. f, The number of manual and semi-automatic annotations in CellBinDB. g, The dataset annotation process includes four steps: 1.model annotation, 2.annotation team modification/re-annotation(depends on the model annotation results), 3.expert review, go to the next step if the annotations are correct, otherwise return to the second step for modification, 4. add the original image and the two masks to the dataset.
Photomicroscope, supplied by Evident Corporation, used in various techniques. Bioz Stars score: 98/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/photomicroscope/product/Evident Corporation
Average 98 stars, based on 1 article reviews
photomicroscope - by Bioz Stars, 2026-04
98/100 stars
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vanox photomicroscope  (Evident Corporation)
92
Evident Corporation vanox photomicroscope
a, Distribution of staining types in CellBinDB. b, Distribution of tissue types in CellBinDB, where tissue types with less than 10 samples are included in other, for details, see supplementary table 1. c, Examples of CellBinDB images and their two types of (semantic and instance) ground truth annotations, with 10 μ m scale bar from left to right columns 1, 2: ssDNA, columns 3, 4: DAPI, columns 5, 6: H&E, columns 7, 8: mIF, column 9: 10x Genomics DAPI, column 10: 10x Genomics H&E. The first row is the original <t>microscope</t> image, followed by the semantic annotation mask and instance annotation mask. d, Scatter plot of t-SNE demonstrates the diverse spread of data by different staining types and sources. e, Scatter plot of t-SNE demonstrates the diversity of CellBinDB compared to previous datasets. f, The number of manual and semi-automatic annotations in CellBinDB. g, The dataset annotation process includes four steps: 1.model annotation, 2.annotation team modification/re-annotation(depends on the model annotation results), 3.expert review, go to the next step if the annotations are correct, otherwise return to the second step for modification, 4. add the original image and the two masks to the dataset.
Vanox Photomicroscope, supplied by Evident Corporation, used in various techniques. Bioz Stars score: 92/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/vanox photomicroscope/product/Evident Corporation
Average 92 stars, based on 1 article reviews
vanox photomicroscope - by Bioz Stars, 2026-04
92/100 stars
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leica dm2500 led microscope  (Danaher Inc)
96
Danaher Inc leica dm2500 led microscope
a, Distribution of staining types in CellBinDB. b, Distribution of tissue types in CellBinDB, where tissue types with less than 10 samples are included in other, for details, see supplementary table 1. c, Examples of CellBinDB images and their two types of (semantic and instance) ground truth annotations, with 10 μ m scale bar from left to right columns 1, 2: ssDNA, columns 3, 4: DAPI, columns 5, 6: H&E, columns 7, 8: mIF, column 9: 10x Genomics DAPI, column 10: 10x Genomics H&E. The first row is the original <t>microscope</t> image, followed by the semantic annotation mask and instance annotation mask. d, Scatter plot of t-SNE demonstrates the diverse spread of data by different staining types and sources. e, Scatter plot of t-SNE demonstrates the diversity of CellBinDB compared to previous datasets. f, The number of manual and semi-automatic annotations in CellBinDB. g, The dataset annotation process includes four steps: 1.model annotation, 2.annotation team modification/re-annotation(depends on the model annotation results), 3.expert review, go to the next step if the annotations are correct, otherwise return to the second step for modification, 4. add the original image and the two masks to the dataset.
Leica Dm2500 Led Microscope, supplied by Danaher Inc, used in various techniques. Bioz Stars score: 96/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/leica dm2500 led microscope/product/Danaher Inc
Average 96 stars, based on 1 article reviews
leica dm2500 led microscope - by Bioz Stars, 2026-04
96/100 stars
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optical microscopy  (Carl Zeiss)
96
Carl Zeiss optical microscopy
a, Distribution of staining types in CellBinDB. b, Distribution of tissue types in CellBinDB, where tissue types with less than 10 samples are included in other, for details, see supplementary table 1. c, Examples of CellBinDB images and their two types of (semantic and instance) ground truth annotations, with 10 μ m scale bar from left to right columns 1, 2: ssDNA, columns 3, 4: DAPI, columns 5, 6: H&E, columns 7, 8: mIF, column 9: 10x Genomics DAPI, column 10: 10x Genomics H&E. The first row is the original <t>microscope</t> image, followed by the semantic annotation mask and instance annotation mask. d, Scatter plot of t-SNE demonstrates the diverse spread of data by different staining types and sources. e, Scatter plot of t-SNE demonstrates the diversity of CellBinDB compared to previous datasets. f, The number of manual and semi-automatic annotations in CellBinDB. g, The dataset annotation process includes four steps: 1.model annotation, 2.annotation team modification/re-annotation(depends on the model annotation results), 3.expert review, go to the next step if the annotations are correct, otherwise return to the second step for modification, 4. add the original image and the two masks to the dataset.
Optical Microscopy, supplied by Carl Zeiss, used in various techniques. Bioz Stars score: 96/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/optical microscopy/product/Carl Zeiss
Average 96 stars, based on 1 article reviews
optical microscopy - by Bioz Stars, 2026-04
96/100 stars
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laser scanning confocal microscopy  (Evident Corporation)
99
Evident Corporation laser scanning confocal microscopy
a, Distribution of staining types in CellBinDB. b, Distribution of tissue types in CellBinDB, where tissue types with less than 10 samples are included in other, for details, see supplementary table 1. c, Examples of CellBinDB images and their two types of (semantic and instance) ground truth annotations, with 10 μ m scale bar from left to right columns 1, 2: ssDNA, columns 3, 4: DAPI, columns 5, 6: H&E, columns 7, 8: mIF, column 9: 10x Genomics DAPI, column 10: 10x Genomics H&E. The first row is the original <t>microscope</t> image, followed by the semantic annotation mask and instance annotation mask. d, Scatter plot of t-SNE demonstrates the diverse spread of data by different staining types and sources. e, Scatter plot of t-SNE demonstrates the diversity of CellBinDB compared to previous datasets. f, The number of manual and semi-automatic annotations in CellBinDB. g, The dataset annotation process includes four steps: 1.model annotation, 2.annotation team modification/re-annotation(depends on the model annotation results), 3.expert review, go to the next step if the annotations are correct, otherwise return to the second step for modification, 4. add the original image and the two masks to the dataset.
Laser Scanning Confocal Microscopy, supplied by Evident Corporation, used in various techniques. Bioz Stars score: 99/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/laser scanning confocal microscopy/product/Evident Corporation
Average 99 stars, based on 1 article reviews
laser scanning confocal microscopy - by Bioz Stars, 2026-04
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bx 53 olympus optical microscope  (Evident Corporation)
99
Evident Corporation bx 53 olympus optical microscope
a, Distribution of staining types in CellBinDB. b, Distribution of tissue types in CellBinDB, where tissue types with less than 10 samples are included in other, for details, see supplementary table 1. c, Examples of CellBinDB images and their two types of (semantic and instance) ground truth annotations, with 10 μ m scale bar from left to right columns 1, 2: ssDNA, columns 3, 4: DAPI, columns 5, 6: H&E, columns 7, 8: mIF, column 9: 10x Genomics DAPI, column 10: 10x Genomics H&E. The first row is the original <t>microscope</t> image, followed by the semantic annotation mask and instance annotation mask. d, Scatter plot of t-SNE demonstrates the diverse spread of data by different staining types and sources. e, Scatter plot of t-SNE demonstrates the diversity of CellBinDB compared to previous datasets. f, The number of manual and semi-automatic annotations in CellBinDB. g, The dataset annotation process includes four steps: 1.model annotation, 2.annotation team modification/re-annotation(depends on the model annotation results), 3.expert review, go to the next step if the annotations are correct, otherwise return to the second step for modification, 4. add the original image and the two masks to the dataset.
Bx 53 Olympus Optical Microscope, supplied by Evident Corporation, used in various techniques. Bioz Stars score: 99/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/bx 53 olympus optical microscope/product/Evident Corporation
Average 99 stars, based on 1 article reviews
bx 53 olympus optical microscope - by Bioz Stars, 2026-04
99/100 stars
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ti eclipse inverted optical microscope  (Nikon)
99
Nikon ti eclipse inverted optical microscope
a, Distribution of staining types in CellBinDB. b, Distribution of tissue types in CellBinDB, where tissue types with less than 10 samples are included in other, for details, see supplementary table 1. c, Examples of CellBinDB images and their two types of (semantic and instance) ground truth annotations, with 10 μ m scale bar from left to right columns 1, 2: ssDNA, columns 3, 4: DAPI, columns 5, 6: H&E, columns 7, 8: mIF, column 9: 10x Genomics DAPI, column 10: 10x Genomics H&E. The first row is the original <t>microscope</t> image, followed by the semantic annotation mask and instance annotation mask. d, Scatter plot of t-SNE demonstrates the diverse spread of data by different staining types and sources. e, Scatter plot of t-SNE demonstrates the diversity of CellBinDB compared to previous datasets. f, The number of manual and semi-automatic annotations in CellBinDB. g, The dataset annotation process includes four steps: 1.model annotation, 2.annotation team modification/re-annotation(depends on the model annotation results), 3.expert review, go to the next step if the annotations are correct, otherwise return to the second step for modification, 4. add the original image and the two masks to the dataset.
Ti Eclipse Inverted Optical Microscope, supplied by Nikon, used in various techniques. Bioz Stars score: 99/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/ti eclipse inverted optical microscope/product/Nikon
Average 99 stars, based on 1 article reviews
ti eclipse inverted optical microscope - by Bioz Stars, 2026-04
99/100 stars
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optical microscope  (Evident Corporation)
98
Evident Corporation optical microscope
a, Distribution of staining types in CellBinDB. b, Distribution of tissue types in CellBinDB, where tissue types with less than 10 samples are included in other, for details, see supplementary table 1. c, Examples of CellBinDB images and their two types of (semantic and instance) ground truth annotations, with 10 μ m scale bar from left to right columns 1, 2: ssDNA, columns 3, 4: DAPI, columns 5, 6: H&E, columns 7, 8: mIF, column 9: 10x Genomics DAPI, column 10: 10x Genomics H&E. The first row is the original <t>microscope</t> image, followed by the semantic annotation mask and instance annotation mask. d, Scatter plot of t-SNE demonstrates the diverse spread of data by different staining types and sources. e, Scatter plot of t-SNE demonstrates the diversity of CellBinDB compared to previous datasets. f, The number of manual and semi-automatic annotations in CellBinDB. g, The dataset annotation process includes four steps: 1.model annotation, 2.annotation team modification/re-annotation(depends on the model annotation results), 3.expert review, go to the next step if the annotations are correct, otherwise return to the second step for modification, 4. add the original image and the two masks to the dataset.
Optical Microscope, supplied by Evident Corporation, used in various techniques. Bioz Stars score: 98/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/optical microscope/product/Evident Corporation
Average 98 stars, based on 1 article reviews
optical microscope - by Bioz Stars, 2026-04
98/100 stars
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optical microscope  (Nikon)
96
Nikon optical microscope
a, Distribution of staining types in CellBinDB. b, Distribution of tissue types in CellBinDB, where tissue types with less than 10 samples are included in other, for details, see supplementary table 1. c, Examples of CellBinDB images and their two types of (semantic and instance) ground truth annotations, with 10 μ m scale bar from left to right columns 1, 2: ssDNA, columns 3, 4: DAPI, columns 5, 6: H&E, columns 7, 8: mIF, column 9: 10x Genomics DAPI, column 10: 10x Genomics H&E. The first row is the original <t>microscope</t> image, followed by the semantic annotation mask and instance annotation mask. d, Scatter plot of t-SNE demonstrates the diverse spread of data by different staining types and sources. e, Scatter plot of t-SNE demonstrates the diversity of CellBinDB compared to previous datasets. f, The number of manual and semi-automatic annotations in CellBinDB. g, The dataset annotation process includes four steps: 1.model annotation, 2.annotation team modification/re-annotation(depends on the model annotation results), 3.expert review, go to the next step if the annotations are correct, otherwise return to the second step for modification, 4. add the original image and the two masks to the dataset.
Optical Microscope, supplied by Nikon, used in various techniques. Bioz Stars score: 96/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/optical microscope/product/Nikon
Average 96 stars, based on 1 article reviews
optical microscope - by Bioz Stars, 2026-04
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Image Search Results


a, Distribution of staining types in CellBinDB. b, Distribution of tissue types in CellBinDB, where tissue types with less than 10 samples are included in other, for details, see supplementary table 1. c, Examples of CellBinDB images and their two types of (semantic and instance) ground truth annotations, with 10 μ m scale bar from left to right columns 1, 2: ssDNA, columns 3, 4: DAPI, columns 5, 6: H&E, columns 7, 8: mIF, column 9: 10x Genomics DAPI, column 10: 10x Genomics H&E. The first row is the original microscope image, followed by the semantic annotation mask and instance annotation mask. d, Scatter plot of t-SNE demonstrates the diverse spread of data by different staining types and sources. e, Scatter plot of t-SNE demonstrates the diversity of CellBinDB compared to previous datasets. f, The number of manual and semi-automatic annotations in CellBinDB. g, The dataset annotation process includes four steps: 1.model annotation, 2.annotation team modification/re-annotation(depends on the model annotation results), 3.expert review, go to the next step if the annotations are correct, otherwise return to the second step for modification, 4. add the original image and the two masks to the dataset.

Journal: bioRxiv

Article Title: CellBinDB: A Large-Scale Multimodal Annotated Dataset for Cell Segmentation with Benchmarking of Universal Models

doi: 10.1101/2024.11.20.619750

Figure Lengend Snippet: a, Distribution of staining types in CellBinDB. b, Distribution of tissue types in CellBinDB, where tissue types with less than 10 samples are included in other, for details, see supplementary table 1. c, Examples of CellBinDB images and their two types of (semantic and instance) ground truth annotations, with 10 μ m scale bar from left to right columns 1, 2: ssDNA, columns 3, 4: DAPI, columns 5, 6: H&E, columns 7, 8: mIF, column 9: 10x Genomics DAPI, column 10: 10x Genomics H&E. The first row is the original microscope image, followed by the semantic annotation mask and instance annotation mask. d, Scatter plot of t-SNE demonstrates the diverse spread of data by different staining types and sources. e, Scatter plot of t-SNE demonstrates the diversity of CellBinDB compared to previous datasets. f, The number of manual and semi-automatic annotations in CellBinDB. g, The dataset annotation process includes four steps: 1.model annotation, 2.annotation team modification/re-annotation(depends on the model annotation results), 3.expert review, go to the next step if the annotations are correct, otherwise return to the second step for modification, 4. add the original image and the two masks to the dataset.

Article Snippet: WSIs are generated by 1. a STOmics Microscope Go Optical equipped with Scanner Version 1.2.2, using 10×/0.75 NA and 20X/0.5 NA objective and Go Optical Scanner Ximea Mc124 for grayscale images and Go Optical Scanner Ximea Mc050 for RGB images.

Techniques: Staining, Microscopy, Modification