HEST-Benchmark evaluation of ResNet50 on Gene expression prediction from histology, Skin cutaneous melanoma, scored with Pearson correlation.
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1 evaluation · 1 result. Different protocols are not a single leaderboard.
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| Tested configuration | Protocol and dataset | Finding | Evidence and details |
|---|---|---|---|
| Configuration: ResNet50 | Task: HEST-Benchmark SKCM: Gene expression prediction from histology, Skin cutaneous melanoma Dataset subset: HEST-Benchmark SKCM (HEST-Benchmark split) | 0.446 ±0.06 pearson_r correlation · higher Uncertainty: type: standard_deviation; value: 0.06 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceResNet50 on HEST-Benchmark SKCM: Gene expression prediction from histology, Skin cutaneous melanoma Random Forest regression with 70 trees over frozen patch features, averaged over folds or patients. Aggregation: Not reported HEST-1k: A Dataset for Spatial Transcriptomics and Histology Image Analysis · Table 1, row(SKCM), column(ResNet50) |
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Random Forest regression with 70 trees over frozen patch features, averaged over folds or patients.
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10 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| attributes.comparison.metric_implementation Pearson correlation Context-only references | HEST-1k: A Dataset for Spatial Transcriptomics and Histology Image Analysis Table 1, row(SKCM), column(ResNet50) Version: Version pinned by URL and artifact SHA256 when available | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| attributes.comparison.protocol_id hest-task-skcm Context-only references | HEST-1k: A Dataset for Spatial Transcriptomics and Histology Image Analysis Table 1, row(SKCM), column(ResNet50) Version: Version pinned by URL and artifact SHA256 when available | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| attributes.origin author_reported Context-only references | HEST-1k: A Dataset for Spatial Transcriptomics and Histology Image Analysis Table 1, row(SKCM), column(ResNet50) Version: Version pinned by URL and artifact SHA256 when available | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| attributes.protocol Random Forest regression with 70 trees over frozen patch features, averaged over folds or patients. Context-only references | HEST-1k: A Dataset for Spatial Transcriptomics and Histology Image Analysis Table 1, row(SKCM), column(ResNet50) Version: Version pinned by URL and artifact SHA256 when available | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| attributes.source_locator Table 1, row(SKCM), column(ResNet50) Context-only references | HEST-1k: A Dataset for Spatial Transcriptomics and Histology Image Analysis Table 1, row(SKCM), column(ResNet50) Version: Version pinned by URL and artifact SHA256 when available | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| description HEST-Benchmark evaluation of ResNet50 on Gene expression prediction from histology, Skin cutaneous melanoma, scored with Pearson correlation. Context-only references | HEST-1k: A Dataset for Spatial Transcriptomics and Histology Image Analysis Table 1, row(SKCM), column(ResNet50) Version: Version pinned by URL and artifact SHA256 when available | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| Relationship: benchmark hest-task-skcm Context-only references | HEST-1k: A Dataset for Spatial Transcriptomics and Histology Image Analysis Table 1, row(SKCM), column(ResNet50) Version: Version pinned by URL and artifact SHA256 when available | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| Relationship: dataset hest-dataset-hest-benchmark-skcm Context-only references | HEST-1k: A Dataset for Spatial Transcriptomics and Histology Image Analysis Table 1, row(SKCM), column(ResNet50) Version: Version pinned by URL and artifact SHA256 when available | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| Relationship: model hest-method-resnet50 Context-only references | HEST-1k: A Dataset for Spatial Transcriptomics and Histology Image Analysis Table 1, row(SKCM), column(ResNet50) Version: Version pinned by URL and artifact SHA256 when available | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| name ResNet50 on HEST-Benchmark SKCM: Gene expression prediction from histology, Skin cutaneous melanoma Context-only references | HEST-1k: A Dataset for Spatial Transcriptomics and Histology Image Analysis Table 1, row(SKCM), column(ResNet50) Version: Version pinned by URL and artifact SHA256 when available | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
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Release 2026-09-29-06401fd5b220 · Record review: source checked
Stable ID: hest-evaluation-resnet50-skcm