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40 | 40 |
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41 | 41 |
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42 | 42 | ## Panoptic Segmentation Features 🌟 |
43 | | -- Fast WSI-level panoptic segmentation. See [example](https://hautaniemilab.github.io/histolytics/user_guide/seg/panoptic_segmentation/). |
| 43 | +- Fast WSI-level panoptic segmentation. See [example](./user_guide/seg/panoptic_segmentation/). |
44 | 44 | - Low memory-footprint segmentation results with [`__geo_interface__`](https://gist.github.com/sgillies/2217756)-specification. |
45 | 45 | - Multiple vectorized segmentation output formats (geojson/feather/parquet). |
46 | | -- Several panoptic segmentation model architectures for histological WSIs with flexible backbone support: See [example](https://hautaniemilab.github.io/histolytics/user_guide/seg/backbones/) |
| 46 | +- Several panoptic segmentation model architectures for histological WSIs with flexible backbone support: See [example](./user_guide/seg/backbones/) |
47 | 47 | - Pre-trained models in model-hub. See: [histolytics-hub](https://huggingface.co/histolytics-hub) |
48 | 48 |
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49 | 49 | ## Spatial Analysis Features 📊 |
50 | | -- Fast Spatial Querying of WSI-scale panoptic segmentation maps. See [example](https://hautaniemilab.github.io/histolytics/user_guide/spatial/querying/) |
51 | | -- Spatial indexing/partitioning for localized spatial statistics and analysis. See [example](https://hautaniemilab.github.io/histolytics/user_guide/spatial/partitioning/) |
52 | | -- Graph-based neighborhood analysis for local cell neighborhoods. See [example](https://hautaniemilab.github.io/histolytics/user_guide/spatial/nhoods/) |
53 | | -- Plotting utilities for spatial data visualization. See [example](https://hautaniemilab.github.io/histolytics/user_guide/spatial/legendgram/) |
54 | | -- Spatial clustering and cluster centrography metrics. See [example](https://hautaniemilab.github.io/histolytics/user_guide/spatial/clustering/) |
55 | | -- Large set of morphological, intensity, chromatin distribution, and textural features at nuclear level. See [example](https://hautaniemilab.github.io/histolytics/user_guide/spatial/nuclear_features/) |
56 | | -- Large set of collagen fiber and intensity based features to characterize stroma and ECM. See [example](https://hautaniemilab.github.io/histolytics/user_guide/spatial/stromal_features/) |
| 50 | +- Fast Spatial Querying of WSI-scale panoptic segmentation maps. See [example](./user_guide/spatial/querying/) |
| 51 | +- Spatial indexing/partitioning for localized spatial statistics and analysis. See [example](./user_guide/spatial/partitioning/) |
| 52 | +- Graph-based neighborhood analysis for local cell neighborhoods. See [example](./user_guide/spatial/nhoods/) |
| 53 | +- Plotting utilities for spatial data visualization. See [example](./user_guide/spatial/legendgram/) |
| 54 | +- Spatial clustering and cluster centrography metrics. See [example](./user_guide/spatial/clustering/) |
| 55 | +- Large set of morphological, intensity, chromatin distribution, and textural features at nuclear level. See [example](./user_guide/spatial/nuclear_features/) |
| 56 | +- Large set of collagen fiber and intensity based features to characterize stroma and ECM. See [example](./user_guide/spatial/stromal_features/) |
57 | 57 |
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58 | 58 | ## Example Workflows 🧪 |
59 | 59 |
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60 | 60 | #### Immuno-oncology Profiling: |
61 | 61 |
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62 | | -- [Spatial Statistics of TILs](https://hautaniemilab.github.io/histolytics/user_guide/workflows/TIL_workflow/). |
63 | | -- [Profiling TLS and Lymphoid Aggregates](https://hautaniemilab.github.io/histolytics/user_guide/workflows/tls_lymphoid_aggregate/). |
| 62 | +- [Spatial Statistics of TILs](./user_guide/workflows/TIL_workflow/). |
| 63 | +- [Profiling TLS and Lymphoid Aggregates](./user_guide/workflows/tls_lymphoid_aggregate/). |
64 | 64 |
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65 | 65 | #### Nuclear Pleomorphism: |
66 | 66 |
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67 | | -- [Nuclear Morphology Analysis](https://hautaniemilab.github.io/histolytics/user_guide/workflows/nuclear_morphology/). |
68 | | -- [Nuclear Chromatin Distribution Analysis](https://hautaniemilab.github.io/histolytics/user_guide/workflows/chromatin_patterns/). |
| 67 | +- [Nuclear Morphology Analysis](./user_guide/workflows/nuclear_morphology/). |
| 68 | +- [Nuclear Chromatin Distribution Analysis](./user_guide/workflows/chromatin_patterns/). |
69 | 69 |
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70 | 70 | #### TME Characterization: |
71 | | -- [Collagen Fiber Disorder Analysis](https://hautaniemilab.github.io/histolytics/user_guide/workflows/collagen_orientation/). |
72 | | -- [Characterization of Desmoplastic Stroma](https://hautaniemilab.github.io/histolytics/user_guide/workflows/clustering_desmoplasia/). |
| 71 | +- [Collagen Fiber Disorder Analysis](./user_guide/workflows/collagen_orientation/). |
| 72 | +- [Characterization of Desmoplastic Stroma](./user_guide/workflows/clustering_desmoplasia/). |
73 | 73 |
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74 | 74 | #### Nuclei Neighborhoods: |
75 | | -- [Tumor Cell Accessibility](https://hautaniemilab.github.io/histolytics/user_guide/workflows/tumor_cell_accessibility/). |
| 75 | +- [Tumor Cell Accessibility](./user_guide/workflows/tumor_cell_accessibility/). |
76 | 76 |
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77 | 77 |
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78 | 78 | ## Installation 🛠️ |
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