# Pathological image classification on TIHD-RCC 16-shot Source: [Pathological image classification on TIHD-RCC 16-shot]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:24:46.899Z Evaluation of Pathological image classification performance on the TIHD-RCC dataset under a 16-shot setting. 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) | TIHD-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 | 84.3 | Not recorded | 68fa76f31e209131cea7032d | | ViLa-MIL High | 83 | Not recorded | 68fa76f31e209131cea7032d | | ViLa-MIL Low | 79.5 | Not recorded | 68fa76f31e209131cea7032d | | GTMIL | 77.1 | Not recorded | 68fa76f31e209131cea7032d | | CLAM-MB | 71.8 | Not recorded | 68fa76f31e209131cea7032d | | IBMIL | 71.5 | Not recorded | 68fa76f31e209131cea7032d | | TransMIL | 71.2 | Not recorded | 68fa76f31e209131cea7032d | | DTMIL | 70.3 | Not recorded | 68fa76f31e209131cea7032d | | DSMIL | 69.9 | Not recorded | 68fa76f31e209131cea7032d | | CLAM-SB | 68.9 | Not recorded | 68fa76f31e209131cea7032d | | Mean-pooling | 67.2 | Not recorded | 68fa76f31e209131cea7032d | | ABMIL | 65.6 | Not recorded | 68fa76f31e209131cea7032d | | Max-pooling | 52.5 | Not recorded | 68fa76f31e209131cea7032d | ### ViLa-MIL AUC: 84.3. Result ID: 6994530a3a6c3148491c8363. [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: 83. Result ID: 6994530a3a6c3148491c8362. [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. ### ViLa-MIL Low AUC: 79.5. Result ID: 6994530a3a6c3148491c8361. [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. ### GTMIL AUC: 77.1. Result ID: 6994530a3a6c3148491c835e. [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. ### CLAM-MB AUC: 71.8. Result ID: 6994530a3a6c3148491c835b. [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. ### IBMIL AUC: 71.5. Result ID: 6994530a3a6c3148491c8360. [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: 71.2. Result ID: 6994530a3a6c3148491c835c. [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. ### DTMIL AUC: 70.3. Result ID: 6994530a3a6c3148491c835f. [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. ### DSMIL AUC: 69.9. Result ID: 6994530a3a6c3148491c835d. [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. ### CLAM-SB AUC: 68.9. Result ID: 6994530a3a6c3148491c835a. [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: 67.2. Result ID: 6994530a3a6c3148491c8358. [Reporting paper]() Recorded evaluation configuration: {"few-shot":"16-shot","slide scale":"10x","image encoder":"ResNet-50 (CLIP)"}. This record does not assert independent reproduction. ### ABMIL AUC: 65.6. Result ID: 6994530a3a6c3148491c8359. [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. ### Max-pooling AUC: 52.5. Result ID: 6994530a3a6c3148491c8357. [Reporting paper]() Recorded evaluation configuration: {"few-shot":"16-shot","slide scale":"10x","image encoder":"ResNet-50 (CLIP)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.