{ "models":[ { "id":"mask_rcnn_presegmentation", "name":"Mask rcnn presegmentation", "description":"Biomag's Kaggle presegmentation model.", "type":"1", "model_filename":"mask_rcnn_presegmentation.h5", "padding":"0.05", "dilation":"1", "cavity_filling":"True", "detection_confidence":"0.6", "default_image_size":"512", "samples":[ "presegmentation.jpg" ] }, { "id":"general_nucleus", "name":"General nucleus", "description":"Default method. Works **generally** well for fluorescently (e.g. DAPI) stained nuclei and brightfield tissue (e.g. Hematoxylin-eosin stained) nuclei.", "type":"1", "model_filename":"mask_rcnn_general.h5", "trained_object_size":"80", "padding":"0.05", "dilation":"1", "cavity_filling":"True", "detection_confidence":"0.6", "default_image_size":"512", "samples":[ "general_nucleus.png" ] }, { "id":"fluorescent_nucleus", "name":"Fluorescent nucleus", "description":"**Fluorescent** (DAPI, Hoechst etc.) labelled nuclei detection method. Optimal for **homogeneously sized and distributed** nuclei.", "type":"1", "model_filename":"mask_rcnn_general.h5", "trained_object_size":"80", "padding":"0.05", "dilation":"1", "cavity_filling":"True", "detection_confidence":"0.6", "default_image_size":"512", "samples":[ ] }, { "id":"tiny_clumped_fluorescent_nucleus", "name":"Tiny&clumped fluorescent nucleus", "description":"**Fluorescent** (DAPI, Hoechst etc.) labelled nuclei detection method. Optimal for **tiny and clumped (crowded)** nuclei.", "type":"1", "model_filename":"mask_rcnn_general.h5", "detection_max_instances":"1000", "detection_confidence":"0.5", "trained_object_size":"80", "padding":"0.05", "dilation":"1", "cavity_filling":"True", "default_image_size":"512", "samples":[ "tiny_clumped_fluorescent_nucleus.png" ] }, { "id":"tissue_nucleus", "name":"Tissue nucleus", "description":"Finds nuclei on **brightfield** (e.g. H&E or IHC stained) tissue sample images. **General** method for tissues.", "type":"1", "model_filename":"mask_rcnn_general.h5", "trained_object_size":"80", "padding":"0.05", "dilation":"1", "cavity_filling":"True", "detection_confidence":"0.6", "default_image_size":"512", "samples":[ ] }, { "id":"fluorescent_cytoplasm", "name":"Fluorescent cytoplasm", "description":"**Cytoplasm** detection method on fluorescent images. Optimal for actin and/or tubulin markers.", "type":"1", "model_filename":"mask_rcnn_cytoplasm.h5", "detection_confidence":"0.2", "trained_object_size":"80", "padding":"0.05", "dilation":"1", "cavity_filling":"True", "default_image_size":"512", "samples":[ "fluorescent_cytoplasm.png" ] }, { "id":"tissue_nucleus_IHC", "name":"Tissue nucleus IHC", "description":"Finds nuclei on **brightfield** tissue sample images. Optimal for **pale IHC** stain", "type":"1", "model_filename":"mask_rcnn_tissue_bluebrown.h5", "detection_max_instances":"1000", "detection_confidence":"0.2", "trained_object_size":"80", "padding":"0.05", "dilation":"1", "cavity_filling":"True", "default_image_size":"512", "samples":[ "tissue_nucleus_IHC.png" ] }, { "id":"tissue_nucleus_H_E", "name":"Tissue nucleus H&E", "description":"Finds nuclei on **brightfield** tissue sample images. Optimal for **H&E** stain.", "type":"1", "model_filename":"mask_rcnn_tissue_pink.h5", "detection_max_instances":"1000", "detection_confidence":"0.2", "trained_object_size":"80", "padding":"0.05", "dilation":"1", "cavity_filling":"True", "default_image_size":"512", "samples":[ "tissue_nucleus_H_E.png" ] } ] }