# Weakly Supervised Classification on TCGA-NSCLC Few-shot Source: [Weakly Supervised Classification on TCGA-NSCLC Few-shot]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:33:25.353Z Evaluation of Weakly Supervised Classification performance on the few-shot setting of the TCGA-NSCLC dataset, reporting Accuracy, AUC, and F1 Score. 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 | Weakly Supervised Classification | | Dataset (including any stated split) | TCGA-NSCLC Few-shot | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 36 of 36 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [AUC](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | MUSE | 89.74 | Not recorded | 699e81f36017c4460fface31 | | ABMIL | 89.24 | Not recorded | 699e81f36017c4460fface31 | | DSMIL | 89.14 | Not recorded | 699e81f36017c4460fface31 | | CLAM-SB | 88.73 | Not recorded | 699e81f36017c4460fface31 | | ViLa-MIL | 88.41 | Not recorded | 699e81f36017c4460fface31 | | FOCUS | 88.38 | Not recorded | 699e81f36017c4460fface31 | | CLAM-MB | 87.87 | Not recorded | 699e81f36017c4460fface31 | | MUSE | 87.27 | Not recorded | 699e81f36017c4460fface31 | | TransMIL | 86.51 | Not recorded | 699e81f36017c4460fface31 | | FOCUS | 86.04 | Not recorded | 699e81f36017c4460fface31 | | ABMIL | 85.88 | Not recorded | 699e81f36017c4460fface31 | | DSMIL | 85.44 | Not recorded | 699e81f36017c4460fface31 | | Max Pooling | 85.28 | Not recorded | 699e81f36017c4460fface31 | | CLAM-SB | 85.28 | Not recorded | 699e81f36017c4460fface31 | | WiKG | 84.43 | Not recorded | 699e81f36017c4460fface31 | | CLAM-MB | 84.36 | Not recorded | 699e81f36017c4460fface31 | | Top | 84.3 | Not recorded | 699e81f36017c4460fface31 | | Mean Pooling | 83.6 | Not recorded | 699e81f36017c4460fface31 | | ViLa-MIL | 83.57 | Not recorded | 699e81f36017c4460fface31 | | Top | 81.44 | Not recorded | 699e81f36017c4460fface31 | | TransMIL | 80.34 | Not recorded | 699e81f36017c4460fface31 | | MUSE | 79.9 | Not recorded | 699e81f36017c4460fface31 | | FOCUS | 79.14 | Not recorded | 699e81f36017c4460fface31 | | WiKG | 78.48 | Not recorded | 699e81f36017c4460fface31 | | ABMIL | 78.38 | Not recorded | 699e81f36017c4460fface31 | | Mean Pooling | 78.13 | Not recorded | 699e81f36017c4460fface31 | | CLAM-MB | 78 | Not recorded | 699e81f36017c4460fface31 | | DSMIL | 77.31 | Not recorded | 699e81f36017c4460fface31 | | Max Pooling | 76.64 | Not recorded | 699e81f36017c4460fface31 | | CLAM-SB | 76.45 | Not recorded | 699e81f36017c4460fface31 | | ViLa-MIL | 74.96 | Not recorded | 699e81f36017c4460fface31 | | TransMIL | 71.93 | Not recorded | 699e81f36017c4460fface31 | | WiKG | 71.86 | Not recorded | 699e81f36017c4460fface31 | | Mean Pooling | 71.32 | Not recorded | 699e81f36017c4460fface31 | | Top | 69.74 | Not recorded | 699e81f36017c4460fface31 | | Max Pooling | 68.22 | Not recorded | 699e81f36017c4460fface31 | ### MUSE Accuracy: 89.74. Result ID: 699eb9195698665ec487f823. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"16-shot"}. This record does not assert independent reproduction. ### ABMIL Accuracy: 89.24. Result ID: 699eb9195698665ec487f808. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"16-shot"}. This record does not assert independent reproduction. ### DSMIL Accuracy: 89.14. Result ID: 699eb9195698665ec487f80b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"16-shot"}. This record does not assert independent reproduction. ### CLAM-SB Accuracy: 88.73. Result ID: 699eb9195698665ec487f80e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"16-shot"}. This record does not assert independent reproduction. ### ViLa-MIL Accuracy: 88.41. Result ID: 699eb9195698665ec487f81d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"16-shot"}. This record does not assert independent reproduction. ### FOCUS Accuracy: 88.38. Result ID: 699eb9195698665ec487f820. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"16-shot"}. This record does not assert independent reproduction. ### CLAM-MB Accuracy: 87.87. Result ID: 699eb9195698665ec487f811. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"16-shot"}. This record does not assert independent reproduction. ### MUSE Accuracy: 87.27. Result ID: 699eb9195698665ec487f822. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"8-shot"}. This record does not assert independent reproduction. ### TransMIL Accuracy: 86.51. Result ID: 699eb9195698665ec487f814. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"16-shot"}. This record does not assert independent reproduction. ### FOCUS Accuracy: 86.04. Result ID: 699eb9195698665ec487f81f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"8-shot"}. This record does not assert independent reproduction. ### ABMIL Accuracy: 85.88. Result ID: 699eb9195698665ec487f807. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"8-shot"}. This record does not assert independent reproduction. ### DSMIL Accuracy: 85.44. Result ID: 699eb9195698665ec487f80a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"8-shot"}. This record does not assert independent reproduction. ### Max Pooling Accuracy: 85.28. Result ID: 699eb9195698665ec487f805. [Reporting paper]() Recorded evaluation configuration: {"Shots":"16-shot"}. This record does not assert independent reproduction. ### CLAM-SB Accuracy: 85.28. Result ID: 699eb9195698665ec487f80d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"8-shot"}. This record does not assert independent reproduction. ### WiKG Accuracy: 84.43. Result ID: 699eb9195698665ec487f817. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"16-shot"}. This record does not assert independent reproduction. ### CLAM-MB Accuracy: 84.36. Result ID: 699eb9195698665ec487f810. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"8-shot"}. This record does not assert independent reproduction. ### Top Accuracy: 84.3. Result ID: 699eb9195698665ec487f81a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"16-shot"}. This record does not assert independent reproduction. ### Mean Pooling Accuracy: 83.6. Result ID: 699eb9195698665ec487f802. [Reporting paper]() Recorded evaluation configuration: {"Shots":"16-shot"}. This record does not assert independent reproduction. ### ViLa-MIL Accuracy: 83.57. Result ID: 699eb9195698665ec487f81c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"8-shot"}. This record does not assert independent reproduction. ### Top Accuracy: 81.44. Result ID: 699eb9195698665ec487f819. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"8-shot"}. This record does not assert independent reproduction. ### TransMIL Accuracy: 80.34. Result ID: 699eb9195698665ec487f813. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"8-shot"}. This record does not assert independent reproduction. ### MUSE Accuracy: 79.9. Result ID: 699eb9195698665ec487f821. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"4-shot"}. This record does not assert independent reproduction. ### FOCUS Accuracy: 79.14. Result ID: 699eb9195698665ec487f81e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"4-shot"}. This record does not assert independent reproduction. ### WiKG Accuracy: 78.48. Result ID: 699eb9195698665ec487f816. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"8-shot"}. This record does not assert independent reproduction. ### ABMIL Accuracy: 78.38. Result ID: 699eb9195698665ec487f806. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"4-shot"}. This record does not assert independent reproduction. ### Mean Pooling Accuracy: 78.13. Result ID: 699eb9195698665ec487f801. [Reporting paper]() Recorded evaluation configuration: {"Shots":"8-shot"}. This record does not assert independent reproduction. ### CLAM-MB Accuracy: 78. Result ID: 699eb9195698665ec487f80f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"4-shot"}. This record does not assert independent reproduction. ### DSMIL Accuracy: 77.31. Result ID: 699eb9195698665ec487f809. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"4-shot"}. This record does not assert independent reproduction. ### Max Pooling Accuracy: 76.64. Result ID: 699eb9195698665ec487f804. [Reporting paper]() Recorded evaluation configuration: {"Shots":"8-shot"}. This record does not assert independent reproduction. ### CLAM-SB Accuracy: 76.45. Result ID: 699eb9195698665ec487f80c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"4-shot"}. This record does not assert independent reproduction. ### ViLa-MIL Accuracy: 74.96. Result ID: 699eb9195698665ec487f81b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"4-shot"}. This record does not assert independent reproduction. ### TransMIL Accuracy: 71.93. Result ID: 699eb9195698665ec487f812. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"4-shot"}. This record does not assert independent reproduction. ### WiKG Accuracy: 71.86. Result ID: 699eb9195698665ec487f815. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"4-shot"}. This record does not assert independent reproduction. ### Mean Pooling Accuracy: 71.32. Result ID: 699eb9195698665ec487f800. [Reporting paper]() Recorded evaluation configuration: {"Shots":"4-shot"}. This record does not assert independent reproduction. ### Top Accuracy: 69.74. Result ID: 699eb9195698665ec487f818. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"4-shot"}. This record does not assert independent reproduction. ### Max Pooling Accuracy: 68.22. Result ID: 699eb9195698665ec487f803. [Reporting paper]() Recorded evaluation configuration: {"Shots":"4-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.