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Compare biological models, docking engines, and computational workflows side-by-side. Filter by access model, compute footprint, and category to reach an actionable decision table in under a minute.
| Attribute | ＋ Add tool | |||||
|---|---|---|---|---|---|---|
| Category | Research Imaging & Structural Analysis | Research Imaging & Structural Analysis | Research Imaging & Structural Analysis | Research Imaging & Structural Analysis | Research Imaging & Structural Analysis | — |
| Subcategory | Cryo-EM | Conventional or Statistical Baselines | Cell Segmentation | Research AI Methods | Cell Segmentation | — |
| Company | cryoDRGN contributors | Research / method authors | Van Valen Lab | Research / method authors | Pape Lab | — |
| Access mode | Public code | Confirm distribution and exact release | Research code or publication | Confirm distribution and exact release | Research code or publication | — |
| Licence conditions | Check repository and dependency licences | NOT_INDEPENDENTLY_AUDITED | Check code and model weights separately | NOT_INDEPENDENTLY_AUDITED | Check code and model weights separately | — |
| Compute requirements | Version and workload dependent; not independently benchmarked | Version and data dependent | Check selected checkpoint and runtime; no GPU catalog recommendation | Version and data dependent | Check selected checkpoint and runtime; no GPU catalog recommendation | — |
| Biological application | Not recorded | Not recorded | Not recorded | Not recorded | Not recorded | — |
| Research workflow | Not recorded | Not recorded | Not recorded | Not recorded | Not recorded | — |
| Evidence level | Project documentation; no local benchmark | OFFICIAL_DOCUMENTATION | Peer-reviewed primary method | OFFICIAL_DOCUMENTATION | Peer-reviewed primary method | — |
| Commercial eligibility | Confirm exact code, weights and data terms | NOT_INDEPENDENTLY_AUDITED | Unknown, requires audit | NOT_INDEPENDENTLY_AUDITED | Unknown, requires audit | — |
| Price | See access and licence terms | Verify access and licence | Check selected model licence | Verify access and licence | Check selected model licence | — |
| Availability ⓘ | Public code | Method paper or official documentation | Public research method/code | Method paper or official documentation | Public research method/code | — |
| Features | Neural analysis of cryo-EM heterogeneity, Documented research workflow | CellProfiler scientific method, Microscopy images and configured classical image-analysis modules, Segmented objects and quantitative image features | Automated cell instance segmentation using detector and Segment Anything models for supported microscopy., Individual cell instance masks | H-Optimus-0 scientific method, Histopathology tiles and compatible Bioptimus checkpoint, Research pathology image embeddings | Microscopy-finetuned Segment Anything models and napari workflows for prompt-assisted and automatic segmentation., Cell or organelle image masks, annotated regions | — |
| Entry type | Research software / model | Classical/statistical scientific method | Research AI model / method | Source-scoped research method | Research AI model / method | — |
| AI role | Machine-learning software | NON_AI_CLASSICAL | Published biomedical AI method | DEEP_LEARNING | Published biomedical AI method | — |
| Input data | Cryo-EM particle data and preprocessing outputs | Microscopy images and configured classical image-analysis modules | Microscopy images; chosen checkpoint and pixel size | Histopathology tiles and compatible Bioptimus checkpoint | Light/electron microscopy images; selected fine-tuned model; optional visual prompts | — |
| Output data | Reconstructed density and heterogeneity analysis | Segmented objects and quantitative image features | Individual cell instance masks | Research pathology image embeddings | Cell or organelle image masks; annotated regions | — |
| Validation | Evaluate on representative held-out data | Published method scope; no independent BioAtlas execution or benchmark | Requires independent dataset-specific evaluation | Published method scope; no independent BioAtlas execution or benchmark | Requires independent dataset-specific evaluation | — |
| Type | Not recorded | Not recorded | Not recorded | Not recorded | Not recorded | — |
| Intended use | Not recorded | Not recorded | Not recorded | Not recorded | Not recorded | — |
| Compatibility | Not recorded | Not recorded | Not recorded | Not recorded | Not recorded | — |