Loading BioAtlas...
Loading BioAtlas...
Compare modelos biológicos, motores de docking y flujos computacionales lado a lado. Filtre por modelo de acceso, huella de cómputo y categoría para obtener una tabla de decisiones útil en menos de un minuto.
| Atributo | ＋ Añadir herramienta | |||||
|---|---|---|---|---|---|---|
| Category | Single-cell, Spatial & Cytometry | Single-cell, Spatial & Cytometry | Single-cell, Spatial & Cytometry | Single-cell, Spatial & Cytometry | Single-cell, Spatial & Cytometry | — |
| Subcategory | Cell Annotation | Conventional or Statistical Baselines | Conventional or Statistical Baselines | Conventional or Statistical Baselines | Conventional or Statistical Baselines | — |
| Company | scBERT research authors | Research / method authors | Research / method authors | Research / method authors | Research / method authors | — |
| Access mode | Public code / project terms | Confirm distribution and exact release | Confirm distribution and exact release | Confirm distribution and exact release | Confirm distribution and exact release | — |
| Licence conditions | Review the linked release, model weights, datasets and service terms separately | NOT_INDEPENDENTLY_AUDITED | NOT_INDEPENDENTLY_AUDITED | NOT_INDEPENDENTLY_AUDITED | NOT_INDEPENDENTLY_AUDITED | — |
| Compute requirements | Consult linked installation guidance; workload dependent | Version and data dependent | Version and data dependent | Version and data dependent | Version and data dependent | — |
| Biological application | No registrado | No registrado | No registrado | No registrado | No registrado | — |
| Research workflow | No registrado | No registrado | No registrado | No registrado | No registrado | — |
| Evidence level | Project or provider documentation; no local performance benchmark | OFFICIAL_DOCUMENTATION | PEER_REVIEWED_METHOD_OR_CONFERENCE | PEER_REVIEWED_METHOD_OR_CONFERENCE | PEER_REVIEWED_METHOD_OR_CONFERENCE | — |
| Commercial eligibility | Not independently confirmed | NOT_INDEPENDENTLY_AUDITED | NOT_INDEPENDENTLY_AUDITED | NOT_INDEPENDENTLY_AUDITED | NOT_INDEPENDENTLY_AUDITED | — |
| Price | See project terms; compute costs may apply | Verify access and licence | Verify access and licence | Verify access and licence | Verify access and licence | — |
| Availability ⓘ | See project access and maintenance status | Method paper or official documentation | Method paper or official documentation | Method paper or official documentation | Method paper or official documentation | — |
| Features | Pretrained language modeling for cell-type annotation, Input: Preprocessed single-cell RNA expression, Output: Predicted cell annotations | Azimuth (Seurat reference mapping) scientific method, Compatible single-cell expression matrix and named atlas reference, Anchor-based reference map and predicted cell labels | Baysor scientific method, Subcellular in-situ transcript positions and optional cell stain masks, Spatial transcript-informed cell boundaries | BBKNN scientific method, Single-cell latent-space representation and batch labels, Balanced neighbor graph for downstream analysis | CellRank scientific method, Single-cell trajectories, directional velocity or related transition kernels, Terminal state and fate probability hypotheses | — |
| Entry type | Research software / model | Classical/statistical scientific method | Classical/statistical scientific method | Classical/statistical scientific method | Classical/statistical scientific method | — |
| AI role | Scientific machine learning | NON_AI_REFERENCE | NON_AI_STATISTICAL | NON_AI_STATISTICAL | NON_AI_STATISTICAL | — |
| Input data | Preprocessed single-cell RNA expression | Compatible single-cell expression matrix and named atlas reference | Subcellular in-situ transcript positions and optional cell stain masks | Single-cell latent-space representation and batch labels | Single-cell trajectories, directional velocity or related transition kernels | — |
| Output data | Predicted cell annotations | Anchor-based reference map and predicted cell labels | Spatial transcript-informed cell boundaries | Balanced neighbor graph for downstream analysis | Terminal state and fate probability hypotheses | — |
| Validation | Evaluate on representative data; no clinical suitability established | Published method scope; no independent BioAtlas execution or benchmark | Published method scope; no independent BioAtlas execution or benchmark | Published method scope; no independent BioAtlas execution or benchmark | Published method scope; no independent BioAtlas execution or benchmark | — |
| Type | No registrado | No registrado | No registrado | No registrado | No registrado | — |
| Intended use | Biological and pharmaceutical research | No registrado | No registrado | No registrado | No registrado | — |
| Compatibility | No registrado | No registrado | No registrado | No registrado | No registrado | — |
| Limitations | Research code hosted by Tencent AI Lab Healthcare is not an official Tencent product; annotation needs validation. | No registrado | No registrado | No registrado | No registrado | — |