# Pathological image classification on TCGA-RCC 16-shot Source: [Pathological image classification on TCGA-RCC 16-shot]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:24:46.917Z Evaluation of pathological image classification performance on the 16-shot setting of the TCGA-RCC dataset, reporting metrics like AUC, F1, and Accuracy. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Pathological image classification | | Dataset (including any stated split) | TCGA-RCC 16-shot | | Metric | AUC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [AUC](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUC | Result date | Report paper | | --- | --- | --- | --- | | ViLa-MIL | 92.6 | Not recorded | 68fa76f31e209131cea7032d | | ViLa-MIL High | 92 | Not recorded | 68fa76f31e209131cea7032d | | CLAM-MB | 90.9 | Not recorded | 68fa76f31e209131cea7032d | | ViLa-MIL Low | 90.9 | Not recorded | 68fa76f31e209131cea7032d | | IBMIL | 90.5 | Not recorded | 68fa76f31e209131cea7032d | | CLAM-SB | 90.1 | Not recorded | 68fa76f31e209131cea7032d | | DTMIL | 90 | Not recorded | 68fa76f31e209131cea7032d | | TransMIL | 89.4 | Not recorded | 68fa76f31e209131cea7032d | | GTMIL | 88.1 | Not recorded | 68fa76f31e209131cea7032d | | DSMIL | 87.6 | Not recorded | 68fa76f31e209131cea7032d | | ABMIL | 83.6 | Not recorded | 68fa76f31e209131cea7032d | | Mean-pooling | 83.3 | Not recorded | 68fa76f31e209131cea7032d | | Max-pooling | 67.4 | Not recorded | 68fa76f31e209131cea7032d | ### ViLa-MIL AUC: 92.6. Result ID: 6994530a3a6c3148491c8370. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"few-shot":"16-shot","slide scale":"5x and 10x","image encoder":"ResNet-50 (CLIP)"}. This record does not assert independent reproduction. ### ViLa-MIL High AUC: 92. Result ID: 6994530a3a6c3148491c836f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"few-shot":"16-shot","slide scale":"10x","image encoder":"ResNet-50 (CLIP)"}. This record does not assert independent reproduction. ### CLAM-MB AUC: 90.9. Result ID: 6994530a3a6c3148491c8368. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"few-shot":"16-shot","slide scale":"10x","image encoder":"ResNet-50 (CLIP)"}. This record does not assert independent reproduction. ### ViLa-MIL Low AUC: 90.9. Result ID: 6994530a3a6c3148491c836e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"few-shot":"16-shot","slide scale":"5x","image encoder":"ResNet-50 (CLIP)"}. This record does not assert independent reproduction. ### IBMIL AUC: 90.5. Result ID: 6994530a3a6c3148491c836d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"few-shot":"16-shot","slide scale":"10x","image encoder":"ResNet-50 (CLIP)"}. This record does not assert independent reproduction. ### CLAM-SB AUC: 90.1. Result ID: 6994530a3a6c3148491c8367. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"few-shot":"16-shot","slide scale":"10x","image encoder":"ResNet-50 (CLIP)"}. This record does not assert independent reproduction. ### DTMIL AUC: 90. Result ID: 6994530a3a6c3148491c836c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"few-shot":"16-shot","slide scale":"10x","image encoder":"ResNet-50 (CLIP)"}. This record does not assert independent reproduction. ### TransMIL AUC: 89.4. Result ID: 6994530a3a6c3148491c8369. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"few-shot":"16-shot","slide scale":"10x","image encoder":"ResNet-50 (CLIP)"}. This record does not assert independent reproduction. ### GTMIL AUC: 88.1. Result ID: 6994530a3a6c3148491c836b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"few-shot":"16-shot","slide scale":"10x","image encoder":"ResNet-50 (CLIP)"}. This record does not assert independent reproduction. ### DSMIL AUC: 87.6. Result ID: 6994530a3a6c3148491c836a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"few-shot":"16-shot","slide scale":"5x and 10x","image encoder":"ResNet-50 (CLIP)"}. This record does not assert independent reproduction. ### ABMIL AUC: 83.6. Result ID: 6994530a3a6c3148491c8366. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"few-shot":"16-shot","slide scale":"10x","image encoder":"ResNet-50 (CLIP)"}. This record does not assert independent reproduction. ### Mean-pooling AUC: 83.3. Result ID: 6994530a3a6c3148491c8365. [Reporting paper]() Recorded evaluation configuration: {"few-shot":"16-shot","slide scale":"10x","image encoder":"ResNet-50 (CLIP)"}. This record does not assert independent reproduction. ### Max-pooling AUC: 67.4. Result ID: 6994530a3a6c3148491c8364. [Reporting paper]() Recorded evaluation configuration: {"few-shot":"16-shot","slide scale":"10x","image encoder":"ResNet-50 (CLIP)"}. 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