ArticleBioinformatics (Oxford, England)2014
A benchmark for comparison of cell tracking algorithms.
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Article in Bioinformatics (Oxford, England), 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 120 papers.
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120citing papers in PubMed
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Who cites it
120 citing papers in PubMed.
- Development of a universal imaging "phenome" using shape, appearance and motion (SAM) features and the SAM Phenotype Observation Tool (SPOT).Nature communications · 2026Article
- Topological skeleton analysis for network-based shape representation in biology and beyond.iScience · 2026Article
- Microscopy Cell Segmentation: Review and Benchmarking of Task-Specific and Foundation Models.Journal of imaging · 2026Review
- Maximum Matching Accuracy: An Instance Segmentation Evaluation Metric Utilizing Globally Optimal Matching.ArXiv · 2026Article
- DyMamba: dynamic Mamba for microscopy image semantic segmentation.Bioinformatics (Oxford, England) · 2026Article
- Multi-granularity collaborative clustering based on adaptive granular-balls.Scientific reports · 2026Article
- Review
- Love-thy-neighbor: Neural networks for tracking and lineage tracing in budding yeast.bioRxiv : the preprint server for biology · 2026Article
- BOUNDARY-AWARE INSTANCE SEGMENTATION IN MICROSCOPY IMAGING.Proceedings. IEEE International Symposium on Biomedical Imaging · 2026Article
- Love-thy-neighbor: neural networks for tracking and lineage tracing in budding yeast.Bioinformatics advances · 2026Article
- An automated cell-tracking pipeline for the analysis of neutrophil dynamics.Frontiers in bioinformatics · 2026Article
- easytrack: A napari plugin for automated parameter tuning in cell tracking.microPublication biology · 2026Article
- Tui: A Multigenerational and Expert-Correctable Tracker for Cellular Dynamics.Computational and structural biotechnology journal · 2026Article
- TrackRefiner a tool for refinement of bacillus cell tracking data.NPJ systems biology and applications · 2025Article
- CELLECT: contrastive embedding learning for large-scale efficient cell tracking.Nature methods · 2025Article
- CellBinDB: a large-scale multimodal annotated dataset for cell segmentation with benchmarking of universal models.GigaScience · 2025Article
- Article
- Cellular behavior analysis from live-cell imaging of TCR T cell-cancer cell interactions.bioRxiv : the preprint server for biology · 2024Article
- Versatile multiple object tracking in sparse 2D/3D videos via deformable image registration.PLoS computational biology · 2024Article
- Dilated Heterogeneous Convolution for Cell Detection and Segmentation Based on Mask R-CNN.Sensors (Basel, Switzerland) · 2024Article
60 more citing papers are in PubMed but not listed here.
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Authors and funding
30 authors.
Martin MaškaCenter for Biomedical Image Analysis, Masaryk University, 602 00 Brno, Czech Republic, Cancer Imaging Laboratory, Oncology Division, Center for Applied Medical Research, University of Navarra, 31008 Pamplona, Spain, Biomedical Imaging Group Rotterdam, Erasmus University Medical Center, 3015 GE Rotterdam, The Netherlands, Fusion Technology and Systems Department, Compunetix Inc., Monroeville, PA 15146, USA, Biomedical Computer Vision Group, Department of Bioinformatics and Functional Genomics, University of Heidelberg, BIOQUANT, IPMB and DKFZ, 69120 Heidelberg, Germany, KTH Royal Institute of Technology, ACCESS Linnaeus Center, Department of Signal Processing, 100 44 Stockholm, Sweden, Baxter Laboratory for Stem Cell Biology, Department of Microbiology and Immunology, Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA, Division of Image Processing, Leiden University Medical Center, 2300 RC Leiden, The Netherlands, Institute of Cellular Biology and Pathology, First Faculty of Medicine, Charles University in Prague, 12801 Prague 2, Czech Republic and Biomedical Image Technologies, Universidad Politécnica de Madrid & CIBER BBN, 28040 Madrid, SpainCenter for Biomedical Image Analysis, Masaryk University, 602 00 Brno, Czech Republic, Cancer Imaging Laboratory, Oncology Division, Center for Applied Medical Research, University of Navarra, 31008 Pamplona, Spain, Biomedical Imaging Group Rotterdam, Erasmus University Medical Center, 3015 GE Rotterdam, The Netherlands, Fusion Technology and Systems Department, Compunetix Inc., Monroeville, PA 15146, USA, Biomedical Computer Vision Group, Department of Bioinformatics and Functional Genomics, University of Heidelberg, BIOQUANT, IPMB and DKFZ, 69120 Heidelberg, Germany, KTH Royal Institute of Technology, ACCESS Linnaeus Center, Department of Signal Processing, 100 44 Stockholm, Sweden, Baxter Laboratory for Stem Cell Biology, Department of Microbiology and
Vladimír UlmanCenter for Biomedical Image Analysis, Masaryk University, 602 00 Brno, Czech Republic, Cancer Imaging Laboratory, Oncology Division, Center for Applied Medical Research, University of Navarra, 31008 Pamplona, Spain, Biomedical Imaging Group Rotterdam, Erasmus University Medical Center, 3015 GE Rotterdam, The Netherlands, Fusion Technology and Systems Department, Compunetix Inc., Monroeville, PA 15146, USA, Biomedical Computer Vision Group, Department of Bioinformatics and Functional Genomics, University of Heidelberg, BIOQUANT, IPMB and DKFZ, 69120 Heidelberg, Germany, KTH Royal Institute of Technology, ACCESS Linnaeus Center, Department of Signal Processing, 100 44 Stockholm, Sweden, Baxter Laboratory for Stem Cell Biology, Department of Microbiology and Immunology, Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA, Division of Image Processing, Leiden University Medical Center, 2300 RC Leiden, The Netherlands, Institute of Cellular Biology and Pathology, First Faculty of Medicine, Charles University in Prague, 12801 Prague 2, Czech Republic and Biomedical Image Technologies, Universidad Politécnica de Madrid & CIBER BBN, 28040 Madrid, Spain.
David SvobodaCenter for Biomedical Image Analysis, Masaryk University, 602 00 Brno, Czech Republic, Cancer Imaging Laboratory, Oncology Division, Center for Applied Medical Research, University of Navarra, 31008 Pamplona, Spain, Biomedical Imaging Group Rotterdam, Erasmus University Medical Center, 3015 GE Rotterdam, The Netherlands, Fusion Technology and Systems Department, Compunetix Inc., Monroeville, PA 15146, USA, Biomedical Computer Vision Group, Department of Bioinformatics and Functional Genomics, University of Heidelberg, BIOQUANT, IPMB and DKFZ, 69120 Heidelberg, Germany, KTH Royal Institute of Technology, ACCESS Linnaeus Center, Department of Signal Processing, 100 44 Stockholm, Sweden, Baxter Laboratory for Stem Cell Biology, Department of Microbiology and Immunology, Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA, Division of Image Processing, Leiden University Medical Center, 2300 RC Leiden, The Netherlands, Institute of Cellular Biology and Pathology, First Faculty of Medicine, Charles University in Prague, 12801 Prague 2, Czech Republic and Biomedical Image Technologies, Universidad Politécnica de Madrid & CIBER BBN, 28040 Madrid, Spain.
Pavel MatulaCenter for Biomedical Image Analysis, Masaryk University, 602 00 Brno, Czech Republic, Cancer Imaging Laboratory, Oncology Division, Center for Applied Medical Research, University of Navarra, 31008 Pamplona, Spain, Biomedical Imaging Group Rotterdam, Erasmus University Medical Center, 3015 GE Rotterdam, The Netherlands, Fusion Technology and Systems Department, Compunetix Inc., Monroeville, PA 15146, USA, Biomedical Computer Vision Group, Department of Bioinformatics and Functional Genomics, University of Heidelberg, BIOQUANT, IPMB and DKFZ, 69120 Heidelberg, Germany, KTH Royal Institute of Technology, ACCESS Linnaeus Center, Department of Signal Processing, 100 44 Stockholm, Sweden, Baxter Laboratory for Stem Cell Biology, Department of Microbiology and Immunology, Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA, Division of Image Processing, Leiden University Medical Center, 2300 RC Leiden, The Netherlands, Institute of Cellular Biology and Pathology, First Faculty of Medicine, Charles University in Prague, 12801 Prague 2, Czech Republic and Biomedical Image Technologies, Universidad Politécnica de Madrid & CIBER BBN, 28040 Madrid, Spain.
Petr MatulaCenter for Biomedical Image Analysis, Masaryk University, 602 00 Brno, Czech Republic, Cancer Imaging Laboratory, Oncology Division, Center for Applied Medical Research, University of Navarra, 31008 Pamplona, Spain, Biomedical Imaging Group Rotterdam, Erasmus University Medical Center, 3015 GE Rotterdam, The Netherlands, Fusion Technology and Systems Department, Compunetix Inc., Monroeville, PA 15146, USA, Biomedical Computer Vision Group, Department of Bioinformatics and Functional Genomics, University of Heidelberg, BIOQUANT, IPMB and DKFZ, 69120 Heidelberg, Germany, KTH Royal Institute of Technology, ACCESS Linnaeus Center, Department of Signal Processing, 100 44 Stockholm, Sweden, Baxter Laboratory for Stem Cell Biology, Department of Microbiology and Immunology, Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA, Division of Image Processing, Leiden University Medical Center, 2300 RC Leiden, The Netherlands, Institute of Cellular Biology and Pathology, First Faculty of Medicine, Charles University in Prague, 12801 Prague 2, Czech Republic and Biomedical Image Technologies, Universidad Politécnica de Madrid & CIBER BBN, 28040 Madrid, Spain.
Cristina EderraCenter for Biomedical Image Analysis, Masaryk University, 602 00 Brno, Czech Republic, Cancer Imaging Laboratory, Oncology Division, Center for Applied Medical Research, University of Navarra, 31008 Pamplona, Spain, Biomedical Imaging Group Rotterdam, Erasmus University Medical Center, 3015 GE Rotterdam, The Netherlands, Fusion Technology and Systems Department, Compunetix Inc., Monroeville, PA 15146, USA, Biomedical Computer Vision Group, Department of Bioinformatics and Functional Genomics, University of Heidelberg, BIOQUANT, IPMB and DKFZ, 69120 Heidelberg, Germany, KTH Royal Institute of Technology, ACCESS Linnaeus Center, Department of Signal Processing, 100 44 Stockholm, Sweden, Baxter Laboratory for Stem Cell Biology, Department of Microbiology and Immunology, Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA, Division of Image Processing, Leiden University Medical Center, 2300 RC Leiden, The Netherlands, Institute of Cellular Biology and Pathology, First Faculty of Medicine, Charles University in Prague, 12801 Prague 2, Czech Republic and Biomedical Image Technologies, Universidad Politécnica de Madrid & CIBER BBN, 28040 Madrid, Spain.
Ainhoa UrbiolaCenter for Biomedical Image Analysis, Masaryk University, 602 00 Brno, Czech Republic, Cancer Imaging Laboratory, Oncology Division, Center for Applied Medical Research, University of Navarra, 31008 Pamplona, Spain, Biomedical Imaging Group Rotterdam, Erasmus University Medical Center, 3015 GE Rotterdam, The Netherlands, Fusion Technology and Systems Department, Compunetix Inc., Monroeville, PA 15146, USA, Biomedical Computer Vision Group, Department of Bioinformatics and Functional Genomics, University of Heidelberg, BIOQUANT, IPMB and DKFZ, 69120 Heidelberg, Germany, KTH Royal Institute of Technology, ACCESS Linnaeus Center, Department of Signal Processing, 100 44 Stockholm, Sweden, Baxter Laboratory for Stem Cell Biology, Department of Microbiology and Immunology, Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA, Division of Image Processing, Leiden University Medical Center, 2300 RC Leiden, The Netherlands, Institute of Cellular Biology and Pathology, First Faculty of Medicine, Charles University in Prague, 12801 Prague 2, Czech Republic and Biomedical Image Technologies, Universidad Politécnica de Madrid & CIBER BBN, 28040 Madrid, Spain.
Tomás EspañaCenter for Biomedical Image Analysis, Masaryk University, 602 00 Brno, Czech Republic, Cancer Imaging Laboratory, Oncology Division, Center for Applied Medical Research, University of Navarra, 31008 Pamplona, Spain, Biomedical Imaging Group Rotterdam, Erasmus University Medical Center, 3015 GE Rotterdam, The Netherlands, Fusion Technology and Systems Department, Compunetix Inc., Monroeville, PA 15146, USA, Biomedical Computer Vision Group, Department of Bioinformatics and Functional Genomics, University of Heidelberg, BIOQUANT, IPMB and DKFZ, 69120 Heidelberg, Germany, KTH Royal Institute of Technology, ACCESS Linnaeus Center, Department of Signal Processing, 100 44 Stockholm, Sweden, Baxter Laboratory for Stem Cell Biology, Department of Microbiology and Immunology, Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA, Division of Image Processing, Leiden University Medical Center, 2300 RC Leiden, The Netherlands, Institute of Cellular Biology and Pathology, First Faculty of Medicine, Charles University in Prague, 12801 Prague 2, Czech Republic and Biomedical Image Technologies, Universidad Politécnica de Madrid & CIBER BBN, 28040 Madrid, Spain.
Subramanian VenkatesanCenter for Biomedical Image Analysis, Masaryk University, 602 00 Brno, Czech Republic, Cancer Imaging Laboratory, Oncology Division, Center for Applied Medical Research, University of Navarra, 31008 Pamplona, Spain, Biomedical Imaging Group Rotterdam, Erasmus University Medical Center, 3015 GE Rotterdam, The Netherlands, Fusion Technology and Systems Department, Compunetix Inc., Monroeville, PA 15146, USA, Biomedical Computer Vision Group, Department of Bioinformatics and Functional Genomics, University of Heidelberg, BIOQUANT, IPMB and DKFZ, 69120 Heidelberg, Germany, KTH Royal Institute of Technology, ACCESS Linnaeus Center, Department of Signal Processing, 100 44 Stockholm, Sweden, Baxter Laboratory for Stem Cell Biology, Department of Microbiology and Immunology, Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA, Division of Image Processing, Leiden University Medical Center, 2300 RC Leiden, The Netherlands, Institute of Cellular Biology and Pathology, First Faculty of Medicine, Charles University in Prague, 12801 Prague 2, Czech Republic and Biomedical Image Technologies, Universidad Politécnica de Madrid & CIBER BBN, 28040 Madrid, Spain.
Deepak M W BalakCenter for Biomedical Image Analysis, Masaryk University, 602 00 Brno, Czech Republic, Cancer Imaging Laboratory, Oncology Division, Center for Applied Medical Research, University of Navarra, 31008 Pamplona, Spain, Biomedical Imaging Group Rotterdam, Erasmus University Medical Center, 3015 GE Rotterdam, The Netherlands, Fusion Technology and Systems Department, Compunetix Inc., Monroeville, PA 15146, USA, Biomedical Computer Vision Group, Department of Bioinformatics and Functional Genomics, University of Heidelberg, BIOQUANT, IPMB and DKFZ, 69120 Heidelberg, Germany, KTH Royal Institute of Technology, ACCESS Linnaeus Center, Department of Signal Processing, 100 44 Stockholm, Sweden, Baxter Laboratory for Stem Cell Biology, Department of Microbiology and Immunology, Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA, Division of Image Processing, Leiden University Medical Center, 2300 RC Leiden, The Netherlands, Institute of Cellular Biology and Pathology, First Faculty of Medicine, Charles University in Prague, 12801 Prague 2, Czech Republic and Biomedical Image Technologies, Universidad Politécnica de Madrid & CIBER BBN, 28040 Madrid, Spain.
Pavel KarasCenter for Biomedical Image Analysis, Masaryk University, 602 00 Brno, Czech Republic, Cancer Imaging Laboratory, Oncology Division, Center for Applied Medical Research, University of Navarra, 31008 Pamplona, Spain, Biomedical Imaging Group Rotterdam, Erasmus University Medical Center, 3015 GE Rotterdam, The Netherlands, Fusion Technology and Systems Department, Compunetix Inc., Monroeville, PA 15146, USA, Biomedical Computer Vision Group, Department of Bioinformatics and Functional Genomics, University of Heidelberg, BIOQUANT, IPMB and DKFZ, 69120 Heidelberg, Germany, KTH Royal Institute of Technology, ACCESS Linnaeus Center, Department of Signal Processing, 100 44 Stockholm, Sweden, Baxter Laboratory for Stem Cell Biology, Department of Microbiology and Immunology, Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA, Division of Image Processing, Leiden University Medical Center, 2300 RC Leiden, The Netherlands, Institute of Cellular Biology and Pathology, First Faculty of Medicine, Charles University in Prague, 12801 Prague 2, Czech Republic and Biomedical Image Technologies, Universidad Politécnica de Madrid & CIBER BBN, 28040 Madrid, Spain.
Tereza BolckováCenter for Biomedical Image Analysis, Masaryk University, 602 00 Brno, Czech Republic, Cancer Imaging Laboratory, Oncology Division, Center for Applied Medical Research, University of Navarra, 31008 Pamplona, Spain, Biomedical Imaging Group Rotterdam, Erasmus University Medical Center, 3015 GE Rotterdam, The Netherlands, Fusion Technology and Systems Department, Compunetix Inc., Monroeville, PA 15146, USA, Biomedical Computer Vision Group, Department of Bioinformatics and Functional Genomics, University of Heidelberg, BIOQUANT, IPMB and DKFZ, 69120 Heidelberg, Germany, KTH Royal Institute of Technology, ACCESS Linnaeus Center, Department of Signal Processing, 100 44 Stockholm, Sweden, Baxter Laboratory for Stem Cell Biology, Department of Microbiology and Immunology, Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA, Division of Image Processing, Leiden University Medical Center, 2300 RC Leiden, The Netherlands, Institute of Cellular Biology and Pathology, First Faculty of Medicine, Charles University in Prague, 12801 Prague 2, Czech Republic and Biomedical Image Technologies, Universidad Politécnica de Madrid & CIBER BBN, 28040 Madrid, Spain.
Markéta StreitováCenter for Biomedical Image Analysis, Masaryk University, 602 00 Brno, Czech Republic, Cancer Imaging Laboratory, Oncology Division, Center for Applied Medical Research, University of Navarra, 31008 Pamplona, Spain, Biomedical Imaging Group Rotterdam, Erasmus University Medical Center, 3015 GE Rotterdam, The Netherlands, Fusion Technology and Systems Department, Compunetix Inc., Monroeville, PA 15146, USA, Biomedical Computer Vision Group, Department of Bioinformatics and Functional Genomics, University of Heidelberg, BIOQUANT, IPMB and DKFZ, 69120 Heidelberg, Germany, KTH Royal Institute of Technology, ACCESS Linnaeus Center, Department of Signal Processing, 100 44 Stockholm, Sweden, Baxter Laboratory for Stem Cell Biology, Department of Microbiology and Immunology, Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA, Division of Image Processing, Leiden University Medical Center, 2300 RC Leiden, The Netherlands, Institute of Cellular Biology and Pathology, First Faculty of Medicine, Charles University in Prague, 12801 Prague 2, Czech Republic and Biomedical Image Technologies, Universidad Politécnica de Madrid & CIBER BBN, 28040 Madrid, Spain.
Craig CarthelCenter for Biomedical Image Analysis, Masaryk University, 602 00 Brno, Czech Republic, Cancer Imaging Laboratory, Oncology Division, Center for Applied Medical Research, University of Navarra, 31008 Pamplona, Spain, Biomedical Imaging Group Rotterdam, Erasmus University Medical Center, 3015 GE Rotterdam, The Netherlands, Fusion Technology and Systems Department, Compunetix Inc., Monroeville, PA 15146, USA, Biomedical Computer Vision Group, Department of Bioinformatics and Functional Genomics, University of Heidelberg, BIOQUANT, IPMB and DKFZ, 69120 Heidelberg, Germany, KTH Royal Institute of Technology, ACCESS Linnaeus Center, Department of Signal Processing, 100 44 Stockholm, Sweden, Baxter Laboratory for Stem Cell Biology, Department of Microbiology and Immunology, Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA, Division of Image Processing, Leiden University Medical Center, 2300 RC Leiden, The Netherlands, Institute of Cellular Biology and Pathology, First Faculty of Medicine, Charles University in Prague, 12801 Prague 2, Czech Republic and Biomedical Image Technologies, Universidad Politécnica de Madrid & CIBER BBN, 28040 Madrid, Spain.
Stefano CoraluppiCenter for Biomedical Image Analysis, Masaryk University, 602 00 Brno, Czech Republic, Cancer Imaging Laboratory, Oncology Division, Center for Applied Medical Research, University of Navarra, 31008 Pamplona, Spain, Biomedical Imaging Group Rotterdam, Erasmus University Medical Center, 3015 GE Rotterdam, The Netherlands, Fusion Technology and Systems Department, Compunetix Inc., Monroeville, PA 15146, USA, Biomedical Computer Vision Group, Department of Bioinformatics and Functional Genomics, University of Heidelberg, BIOQUANT, IPMB and DKFZ, 69120 Heidelberg, Germany, KTH Royal Institute of Technology, ACCESS Linnaeus Center, Department of Signal Processing, 100 44 Stockholm, Sweden, Baxter Laboratory for Stem Cell Biology, Department of Microbiology and Immunology, Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA, Division of Image Processing, Leiden University Medical Center, 2300 RC Leiden, The Netherlands, Institute of Cellular Biology and Pathology, First Faculty of Medicine, Charles University in Prague, 12801 Prague 2, Czech Republic and Biomedical Image Technologies, Universidad Politécnica de Madrid & CIBER BBN, 28040 Madrid, Spain.
Nathalie HarderCenter for Biomedical Image Analysis, Masaryk University, 602 00 Brno, Czech Republic, Cancer Imaging Laboratory, Oncology Division, Center for Applied Medical Research, University of Navarra, 31008 Pamplona, Spain, Biomedical Imaging Group Rotterdam, Erasmus University Medical Center, 3015 GE Rotterdam, The Netherlands, Fusion Technology and Systems Department, Compunetix Inc., Monroeville, PA 15146, USA, Biomedical Computer Vision Group, Department of Bioinformatics and Functional Genomics, University of Heidelberg, BIOQUANT, IPMB and DKFZ, 69120 Heidelberg, Germany, KTH Royal Institute of Technology, ACCESS Linnaeus Center, Department of Signal Processing, 100 44 Stockholm, Sweden, Baxter Laboratory for Stem Cell Biology, Department of Microbiology and Immunology, Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA, Division of Image Processing, Leiden University Medical Center, 2300 RC Leiden, The Netherlands, Institute of Cellular Biology and Pathology, First Faculty of Medicine, Charles University in Prague, 12801 Prague 2, Czech Republic and Biomedical Image Technologies, Universidad Politécnica de Madrid & CIBER BBN, 28040 Madrid, Spain.
Karl RohrCenter for Biomedical Image Analysis, Masaryk University, 602 00 Brno, Czech Republic, Cancer Imaging Laboratory, Oncology Division, Center for Applied Medical Research, University of Navarra, 31008 Pamplona, Spain, Biomedical Imaging Group Rotterdam, Erasmus University Medical Center, 3015 GE Rotterdam, The Netherlands, Fusion Technology and Systems Department, Compunetix Inc., Monroeville, PA 15146, USA, Biomedical Computer Vision Group, Department of Bioinformatics and Functional Genomics, University of Heidelberg, BIOQUANT, IPMB and DKFZ, 69120 Heidelberg, Germany, KTH Royal Institute of Technology, ACCESS Linnaeus Center, Department of Signal Processing, 100 44 Stockholm, Sweden, Baxter Laboratory for Stem Cell Biology, Department of Microbiology and Immunology, Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA, Division of Image Processing, Leiden University Medical Center, 2300 RC Leiden, The Netherlands, Institute of Cellular Biology and Pathology, First Faculty of Medicine, Charles University in Prague, 12801 Prague 2, Czech Republic and Biomedical Image Technologies, Universidad Politécnica de Madrid & CIBER BBN, 28040 Madrid, Spain.
Klas E G MagnussonCenter for Biomedical Image Analysis, Masaryk University, 602 00 Brno, Czech Republic, Cancer Imaging Laboratory, Oncology Division, Center for Applied Medical Research, University of Navarra, 31008 Pamplona, Spain, Biomedical Imaging Group Rotterdam, Erasmus University Medical Center, 3015 GE Rotterdam, The Netherlands, Fusion Technology and Systems Department, Compunetix Inc., Monroeville, PA 15146, USA, Biomedical Computer Vision Group, Department of Bioinformatics and Functional Genomics, University of Heidelberg, BIOQUANT, IPMB and DKFZ, 69120 Heidelberg, Germany, KTH Royal Institute of Technology, ACCESS Linnaeus Center, Department of Signal Processing, 100 44 Stockholm, Sweden, Baxter Laboratory for Stem Cell Biology, Department of Microbiology and Immunology, Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA, Division of Image Processing, Leiden University Medical Center, 2300 RC Leiden, The Netherlands, Institute of Cellular Biology and Pathology, First Faculty of Medicine, Charles University in Prague, 12801 Prague 2, Czech Republic and Biomedical Image Technologies, Universidad Politécnica de Madrid & CIBER BBN, 28040 Madrid, Spain.
Joakim JaldénCenter for Biomedical Image Analysis, Masaryk University, 602 00 Brno, Czech Republic, Cancer Imaging Laboratory, Oncology Division, Center for Applied Medical Research, University of Navarra, 31008 Pamplona, Spain, Biomedical Imaging Group Rotterdam, Erasmus University Medical Center, 3015 GE Rotterdam, The Netherlands, Fusion Technology and Systems Department, Compunetix Inc., Monroeville, PA 15146, USA, Biomedical Computer Vision Group, Department of Bioinformatics and Functional Genomics, University of Heidelberg, BIOQUANT, IPMB and DKFZ, 69120 Heidelberg, Germany, KTH Royal Institute of Technology, ACCESS Linnaeus Center, Department of Signal Processing, 100 44 Stockholm, Sweden, Baxter Laboratory for Stem Cell Biology, Department of Microbiology and Immunology, Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA, Division of Image Processing, Leiden University Medical Center, 2300 RC Leiden, The Netherlands, Institute of Cellular Biology and Pathology, First Faculty of Medicine, Charles University in Prague, 12801 Prague 2, Czech Republic and Biomedical Image Technologies, Universidad Politécnica de Madrid & CIBER BBN, 28040 Madrid, Spain.
Helen M BlauCenter for Biomedical Image Analysis, Masaryk University, 602 00 Brno, Czech Republic, Cancer Imaging Laboratory, Oncology Division, Center for Applied Medical Research, University of Navarra, 31008 Pamplona, Spain, Biomedical Imaging Group Rotterdam, Erasmus University Medical Center, 3015 GE Rotterdam, The Netherlands, Fusion Technology and Systems Department, Compunetix Inc., Monroeville, PA 15146, USA, Biomedical Computer Vision Group, Department of Bioinformatics and Functional Genomics, University of Heidelberg, BIOQUANT, IPMB and DKFZ, 69120 Heidelberg, Germany, KTH Royal Institute of Technology, ACCESS Linnaeus Center, Department of Signal Processing, 100 44 Stockholm, Sweden, Baxter Laboratory for Stem Cell Biology, Department of Microbiology and Immunology, Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA, Division of Image Processing, Leiden University Medical Center, 2300 RC Leiden, The Netherlands, Institute of Cellular Biology and Pathology, First Faculty of Medicine, Charles University in Prague, 12801 Prague 2, Czech Republic and Biomedical Image Technologies, Universidad Politécnica de Madrid & CIBER BBN, 28040 Madrid, Spain.
Oleh DzyubachykCenter for Biomedical Image Analysis, Masaryk University, 602 00 Brno, Czech Republic, Cancer Imaging Laboratory, Oncology Division, Center for Applied Medical Research, University of Navarra, 31008 Pamplona, Spain, Biomedical Imaging Group Rotterdam, Erasmus University Medical Center, 3015 GE Rotterdam, The Netherlands, Fusion Technology and Systems Department, Compunetix Inc., Monroeville, PA 15146, USA, Biomedical Computer Vision Group, Department of Bioinformatics and Functional Genomics, University of Heidelberg, BIOQUANT, IPMB and DKFZ, 69120 Heidelberg, Germany, KTH Royal Institute of Technology, ACCESS Linnaeus Center, Department of Signal Processing, 100 44 Stockholm, Sweden, Baxter Laboratory for Stem Cell Biology, Department of Microbiology and Immunology, Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA, Division of Image Processing, Leiden University Medical Center, 2300 RC Leiden, The Netherlands, Institute of Cellular Biology and Pathology, First Faculty of Medicine, Charles University in Prague, 12801 Prague 2, Czech Republic and Biomedical Image Technologies, Universidad Politécnica de Madrid & CIBER BBN, 28040 Madrid, Spain.
Pavel KřížekCenter for Biomedical Image Analysis, Masaryk University, 602 00 Brno, Czech Republic, Cancer Imaging Laboratory, Oncology Division, Center for Applied Medical Research, University of Navarra, 31008 Pamplona, Spain, Biomedical Imaging Group Rotterdam, Erasmus University Medical Center, 3015 GE Rotterdam, The Netherlands, Fusion Technology and Systems Department, Compunetix Inc., Monroeville, PA 15146, USA, Biomedical Computer Vision Group, Department of Bioinformatics and Functional Genomics, University of Heidelberg, BIOQUANT, IPMB and DKFZ, 69120 Heidelberg, Germany, KTH Royal Institute of Technology, ACCESS Linnaeus Center, Department of Signal Processing, 100 44 Stockholm, Sweden, Baxter Laboratory for Stem Cell Biology, Department of Microbiology and Immunology, Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA, Division of Image Processing, Leiden University Medical Center, 2300 RC Leiden, The Netherlands, Institute of Cellular Biology and Pathology, First Faculty of Medicine, Charles University in Prague, 12801 Prague 2, Czech Republic and Biomedical Image Technologies, Universidad Politécnica de Madrid & CIBER BBN, 28040 Madrid, Spain.
Guy M HagenCenter for Biomedical Image Analysis, Masaryk University, 602 00 Brno, Czech Republic, Cancer Imaging Laboratory, Oncology Division, Center for Applied Medical Research, University of Navarra, 31008 Pamplona, Spain, Biomedical Imaging Group Rotterdam, Erasmus University Medical Center, 3015 GE Rotterdam, The Netherlands, Fusion Technology and Systems Department, Compunetix Inc., Monroeville, PA 15146, USA, Biomedical Computer Vision Group, Department of Bioinformatics and Functional Genomics, University of Heidelberg, BIOQUANT, IPMB and DKFZ, 69120 Heidelberg, Germany, KTH Royal Institute of Technology, ACCESS Linnaeus Center, Department of Signal Processing, 100 44 Stockholm, Sweden, Baxter Laboratory for Stem Cell Biology, Department of Microbiology and Immunology, Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA, Division of Image Processing, Leiden University Medical Center, 2300 RC Leiden, The Netherlands, Institute of Cellular Biology and Pathology, First Faculty of Medicine, Charles University in Prague, 12801 Prague 2, Czech Republic and Biomedical Image Technologies, Universidad Politécnica de Madrid & CIBER BBN, 28040 Madrid, Spain.
David Pastor-EscuredoCenter for Biomedical Image Analysis, Masaryk University, 602 00 Brno, Czech Republic, Cancer Imaging Laboratory, Oncology Division, Center for Applied Medical Research, University of Navarra, 31008 Pamplona, Spain, Biomedical Imaging Group Rotterdam, Erasmus University Medical Center, 3015 GE Rotterdam, The Netherlands, Fusion Technology and Systems Department, Compunetix Inc., Monroeville, PA 15146, USA, Biomedical Computer Vision Group, Department of Bioinformatics and Functional Genomics, University of Heidelberg, BIOQUANT, IPMB and DKFZ, 69120 Heidelberg, Germany, KTH Royal Institute of Technology, ACCESS Linnaeus Center, Department of Signal Processing, 100 44 Stockholm, Sweden, Baxter Laboratory for Stem Cell Biology, Department of Microbiology and Immunology, Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA, Division of Image Processing, Leiden University Medical Center, 2300 RC Leiden, The Netherlands, Institute of Cellular Biology and Pathology, First Faculty of Medicine, Charles University in Prague, 12801 Prague 2, Czech Republic and Biomedical Image Technologies, Universidad Politécnica de Madrid & CIBER BBN, 28040 Madrid, Spain.
Daniel Jimenez-CarreteroCenter for Biomedical Image Analysis, Masaryk University, 602 00 Brno, Czech Republic, Cancer Imaging Laboratory, Oncology Division, Center for Applied Medical Research, University of Navarra, 31008 Pamplona, Spain, Biomedical Imaging Group Rotterdam, Erasmus University Medical Center, 3015 GE Rotterdam, The Netherlands, Fusion Technology and Systems Department, Compunetix Inc., Monroeville, PA 15146, USA, Biomedical Computer Vision Group, Department of Bioinformatics and Functional Genomics, University of Heidelberg, BIOQUANT, IPMB and DKFZ, 69120 Heidelberg, Germany, KTH Royal Institute of Technology, ACCESS Linnaeus Center, Department of Signal Processing, 100 44 Stockholm, Sweden, Baxter Laboratory for Stem Cell Biology, Department of Microbiology and Immunology, Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA, Division of Image Processing, Leiden University Medical Center, 2300 RC Leiden, The Netherlands, Institute of Cellular Biology and Pathology, First Faculty of Medicine, Charles University in Prague, 12801 Prague 2, Czech Republic and Biomedical Image Technologies, Universidad Politécnica de Madrid & CIBER BBN, 28040 Madrid, Spain.
Maria J Ledesma-CarbayoCenter for Biomedical Image Analysis, Masaryk University, 602 00 Brno, Czech Republic, Cancer Imaging Laboratory, Oncology Division, Center for Applied Medical Research, University of Navarra, 31008 Pamplona, Spain, Biomedical Imaging Group Rotterdam, Erasmus University Medical Center, 3015 GE Rotterdam, The Netherlands, Fusion Technology and Systems Department, Compunetix Inc., Monroeville, PA 15146, USA, Biomedical Computer Vision Group, Department of Bioinformatics and Functional Genomics, University of Heidelberg, BIOQUANT, IPMB and DKFZ, 69120 Heidelberg, Germany, KTH Royal Institute of Technology, ACCESS Linnaeus Center, Department of Signal Processing, 100 44 Stockholm, Sweden, Baxter Laboratory for Stem Cell Biology, Department of Microbiology and Immunology, Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA, Division of Image Processing, Leiden University Medical Center, 2300 RC Leiden, The Netherlands, Institute of Cellular Biology and Pathology, First Faculty of Medicine, Charles University in Prague, 12801 Prague 2, Czech Republic and Biomedical Image Technologies, Universidad Politécnica de Madrid & CIBER BBN, 28040 Madrid, Spain.
Arrate Muñoz-BarrutiaCenter for Biomedical Image Analysis, Masaryk University, 602 00 Brno, Czech Republic, Cancer Imaging Laboratory, Oncology Division, Center for Applied Medical Research, University of Navarra, 31008 Pamplona, Spain, Biomedical Imaging Group Rotterdam, Erasmus University Medical Center, 3015 GE Rotterdam, The Netherlands, Fusion Technology and Systems Department, Compunetix Inc., Monroeville, PA 15146, USA, Biomedical Computer Vision Group, Department of Bioinformatics and Functional Genomics, University of Heidelberg, BIOQUANT, IPMB and DKFZ, 69120 Heidelberg, Germany, KTH Royal Institute of Technology, ACCESS Linnaeus Center, Department of Signal Processing, 100 44 Stockholm, Sweden, Baxter Laboratory for Stem Cell Biology, Department of Microbiology and Immunology, Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA, Division of Image Processing, Leiden University Medical Center, 2300 RC Leiden, The Netherlands, Institute of Cellular Biology and Pathology, First Faculty of Medicine, Charles University in Prague, 12801 Prague 2, Czech Republic and Biomedical Image Technologies, Universidad Politécnica de Madrid & CIBER BBN, 28040 Madrid, Spain.
Erik MeijeringCenter for Biomedical Image Analysis, Masaryk University, 602 00 Brno, Czech Republic, Cancer Imaging Laboratory, Oncology Division, Center for Applied Medical Research, University of Navarra, 31008 Pamplona, Spain, Biomedical Imaging Group Rotterdam, Erasmus University Medical Center, 3015 GE Rotterdam, The Netherlands, Fusion Technology and Systems Department, Compunetix Inc., Monroeville, PA 15146, USA, Biomedical Computer Vision Group, Department of Bioinformatics and Functional Genomics, University of Heidelberg, BIOQUANT, IPMB and DKFZ, 69120 Heidelberg, Germany, KTH Royal Institute of Technology, ACCESS Linnaeus Center, Department of Signal Processing, 100 44 Stockholm, Sweden, Baxter Laboratory for Stem Cell Biology, Department of Microbiology and Immunology, Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA, Division of Image Processing, Leiden University Medical Center, 2300 RC Leiden, The Netherlands, Institute of Cellular Biology and Pathology, First Faculty of Medicine, Charles University in Prague, 12801 Prague 2, Czech Republic and Biomedical Image Technologies, Universidad Politécnica de Madrid & CIBER BBN, 28040 Madrid, Spain.
Michal KozubekCenter for Biomedical Image Analysis, Masaryk University, 602 00 Brno, Czech Republic, Cancer Imaging Laboratory, Oncology Division, Center for Applied Medical Research, University of Navarra, 31008 Pamplona, Spain, Biomedical Imaging Group Rotterdam, Erasmus University Medical Center, 3015 GE Rotterdam, The Netherlands, Fusion Technology and Systems Department, Compunetix Inc., Monroeville, PA 15146, USA, Biomedical Computer Vision Group, Department of Bioinformatics and Functional Genomics, University of Heidelberg, BIOQUANT, IPMB and DKFZ, 69120 Heidelberg, Germany, KTH Royal Institute of Technology, ACCESS Linnaeus Center, Department of Signal Processing, 100 44 Stockholm, Sweden, Baxter Laboratory for Stem Cell Biology, Department of Microbiology and Immunology, Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA, Division of Image Processing, Leiden University Medical Center, 2300 RC Leiden, The Netherlands, Institute of Cellular Biology and Pathology, First Faculty of Medicine, Charles University in Prague, 12801 Prague 2, Czech Republic and Biomedical Image Technologies, Universidad Politécnica de Madrid & CIBER BBN, 28040 Madrid, Spain.
Carlos Ortiz-de-SolorzanoCenter for Biomedical Image Analysis, Masaryk University, 602 00 Brno, Czech Republic, Cancer Imaging Laboratory, Oncology Division, Center for Applied Medical Research, University of Navarra, 31008 Pamplona, Spain, Biomedical Imaging Group Rotterdam, Erasmus University Medical Center, 3015 GE Rotterdam, The Netherlands, Fusion Technology and Systems Department, Compunetix Inc., Monroeville, PA 15146, USA, Biomedical Computer Vision Group, Department of Bioinformatics and Functional Genomics, University of Heidelberg, BIOQUANT, IPMB and DKFZ, 69120 Heidelberg, Germany, KTH Royal Institute of Technology, ACCESS Linnaeus Center, Department of Signal Processing, 100 44 Stockholm, Sweden, Baxter Laboratory for Stem Cell Biology, Department of Microbiology and Immunology, Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA, Division of Image Processing, Leiden University Medical Center, 2300 RC Leiden, The Netherlands, Institute of Cellular Biology and Pathology, First Faculty of Medicine, Charles University in Prague, 12801 Prague 2, Czech Republic and Biomedical Image Technologies, Universidad Politécnica de Madrid & CIBER BBN, 28040 Madrid, Spain.
Funding
Stem Cells for Brain and BrawnR01AG020961 · NIA · STANFORD UNIVERSITY · PI BLAU, HELEN M · 2002 to 2019
$5.0MACTIVATORS OF MUSCLE GENESR01AG009521 · NIA · STANFORD UNIVERSITY · PI BLAU, HELEN M · 1990 to 2014
$4.7MRegulation of Hematopoietic Stem Cell Fate in Bioengineered NichesR01HL096113 · NHLBI · STANFORD UNIVERSITY · PI BLAU, HELEN M · 2009 to 2013
$2.7M3D Bioengineering Strategies to Mimic Human Skeletal Muscle Progenitor Cell NicheR21AR062359 · NIAMS · STANFORD UNIVERSITY · PI BLAU, HELEN M, HEILSHORN, SARAH C · 2011 to 2012
$367kNHLBI NIH HHS R01 HL096113NIAMS NIH HHS R21 AR062359NIA NIH HHS R01 AG009521NIA NIH HHS R01 AG020961
Abstract
motivationAutomatic tracking of cells in multidimensional time-lapse fluorescence microscopy is an important task in many biomedical applications. A novel framework for objective evaluation of cell tracking algorithms has been established under the auspices of the IEEE International Symposium on Biomedical Imaging 2013 Cell Tracking Challenge. In this article, we present the logistics, datasets, methods and results of the challenge and lay down the principles for future uses of this benchmark.
resultsThe main contributions of the challenge include the creation of a comprehensive video dataset repository and the definition of objective measures for comparison and ranking of the algorithms. With this benchmark, six algorithms covering a variety of segmentation and tracking paradigms have been compared and ranked based on their performance on both synthetic and real datasets. Given the diversity of the datasets, we do not declare a single winner of the challenge. Instead, we present and discuss the results for each individual dataset separately. AVAILABILITY AND IMPLEMENTATION: The challenge Web site (http://www.codesolorzano.com/celltrackingchallenge) provides access to the training and competition datasets, along with the ground truth of the training videos. It also provides access to Windows and Linux executable files of the evaluation software and most of the algorithms that competed in the challenge.
Indexed as
AlgorithmsBenchmarkingCell TrackingMicroscopy, Fluorescence
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