# Pathology Image Classification on WSSS4LUAD (test) Source: [Pathology Image Classification on WSSS4LUAD (test)]() Collection index: [llms.txt]() Data updated: 2026-06-09T08:05:33.272Z Evaluation of Pathology Image Classification performance on the test split of the WSSS4LUAD dataset, reporting Top-1 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 | Pathology Image Classification | | Dataset (including any stated split) | WSSS4LUAD (test) | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 37 of 37 | | 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 - [Top-1 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | CONCH | 91.02 | Not recorded | 6a279e4090966ade919bf883 | | CONCH | 90.89 | Not recorded | 6a279e4090966ade919bf883 | | PathGen-CLIP | 90.36 | Not recorded | 6a279e4090966ade919bf883 | | OSTB | 90.36 | Not recorded | 6a279e4090966ade919bf883 | | MUSK | 90.22 | Not recorded | 6a279e4090966ade919bf883 | | KEEP | 89.96 | Not recorded | 6a279e4090966ade919bf883 | | MUSK | 89.27 | Not recorded | 6a279e4090966ade919bf883 | | BiomedCLIP | 89.1 | Not recorded | 6a279e4090966ade919bf883 | | QuiltNet-B/32 | 88.61 | Not recorded | 6a279e4090966ade919bf883 | | PathGen-CLIP | 88.51 | Not recorded | 6a279e4090966ade919bf883 | | UniMed-CLIP | 88.28 | Not recorded | 6a279e4090966ade919bf883 | | BiomedCLIP | 87.85 | Not recorded | 6a279e4090966ade919bf883 | | PLIP | 87.38 | Not recorded | 6a279e4090966ade919bf883 | | PMC-CLIP | 87.32 | Not recorded | 6a279e4090966ade919bf883 | | UniMed-CLIP | 87.22 | Not recorded | 6a279e4090966ade919bf883 | | KEEP | 86.49 | Not recorded | 6a279e4090966ade919bf883 | | QuiltNet-B/32 | 86.43 | Not recorded | 6a279e4090966ade919bf883 | | QuiltNet-B/16 | 85.07 | Not recorded | 6a279e4090966ade919bf883 | | PLIP | 83.69 | Not recorded | 6a279e4090966ade919bf883 | | KEEP | 83.49 | Not recorded | 6a279e4090966ade919bf883 | | QuiltNet-B/16 | 83.39 | Not recorded | 6a279e4090966ade919bf883 | | PMC-CLIP | 83.19 | Not recorded | 6a279e4090966ade919bf883 | | CONCH | 82.2 | Not recorded | 6a279e4090966ade919bf883 | | PathGen-CLIP | 81.54 | Not recorded | 6a279e4090966ade919bf883 | | CLIP-B/16 | 79.52 | Not recorded | 6a279e4090966ade919bf883 | | CLIP-B/32 | 77.51 | Not recorded | 6a279e4090966ade919bf883 | | BiomedCLIP | 77.01 | Not recorded | 6a279e4090966ade919bf883 | | QuiltNet-B/16 | 76.25 | Not recorded | 6a279e4090966ade919bf883 | | QuiltNet-B/32 | 75.86 | Not recorded | 6a279e4090966ade919bf883 | | PMC-CLIP | 75.79 | Not recorded | 6a279e4090966ade919bf883 | | MUSK | 75.43 | Not recorded | 6a279e4090966ade919bf883 | | PLIP | 73.12 | Not recorded | 6a279e4090966ade919bf883 | | CLIP-B/16 | 70.54 | Not recorded | 6a279e4090966ade919bf883 | | UniMed-CLIP | 66.88 | Not recorded | 6a279e4090966ade919bf883 | | CLIP-B/32 | 64.89 | Not recorded | 6a279e4090966ade919bf883 | | CLIP-B/16 | 64.89 | Not recorded | 6a279e4090966ade919bf883 | | CLIP-B/32 | 62.85 | Not recorded | 6a279e4090966ade919bf883 | ### CONCH Top-1 Accuracy: 91.02. Result ID: 6a27c939fbc373592c2465ac. [Reporting paper]() Recorded evaluation configuration: {"Model":"CONCH","Adaptation Strategy":"single-VLM GMM"}. This record does not assert independent reproduction. ### CONCH Top-1 Accuracy: 90.89. Result ID: 6a27c939fbc373592c2465ab. [Reporting paper]() Recorded evaluation configuration: {"Model":"CONCH","Adaptation Strategy":"multi-VLM GMM"}. This record does not assert independent reproduction. ### PathGen-CLIP Top-1 Accuracy: 90.36. Result ID: 6a27c939fbc373592c2465b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"PathGen-CLIP","Adaptation Strategy":"multi-VLM GMM"}. This record does not assert independent reproduction. ### OSTB Top-1 Accuracy: 90.36. Result ID: 6a27c939fbc373592c2465bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"OSTB","Adaptation Strategy":"Adapted Ensemble"}. This record does not assert independent reproduction. ### MUSK Top-1 Accuracy: 90.22. Result ID: 6a27c939fbc373592c2465ba. [Reporting paper]() Recorded evaluation configuration: {"Model":"MUSK","Adaptation Strategy":"multi-VLM GMM"}. This record does not assert independent reproduction. ### KEEP Top-1 Accuracy: 89.96. Result ID: 6a27c939fbc373592c2465b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"KEEP","Adaptation Strategy":"multi-VLM GMM"}. This record does not assert independent reproduction. ### MUSK Top-1 Accuracy: 89.27. Result ID: 6a27c939fbc373592c2465bb. [Reporting paper]() Recorded evaluation configuration: {"Model":"MUSK","Adaptation Strategy":"single-VLM GMM"}. This record does not assert independent reproduction. ### BiomedCLIP Top-1 Accuracy: 89.1. Result ID: 6a27c939fbc373592c24659f. [Reporting paper]() Recorded evaluation configuration: {"Model":"BiomedCLIP","Adaptation Strategy":"multi-VLM GMM"}. This record does not assert independent reproduction. ### QuiltNet-B/32 Top-1 Accuracy: 88.61. Result ID: 6a27c939fbc373592c2465a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"QuiltNet-B/32","Adaptation Strategy":"multi-VLM GMM"}. This record does not assert independent reproduction. ### PathGen-CLIP Top-1 Accuracy: 88.51. Result ID: 6a27c939fbc373592c2465b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"PathGen-CLIP","Adaptation Strategy":"single-VLM GMM"}. This record does not assert independent reproduction. ### UniMed-CLIP Top-1 Accuracy: 88.28. Result ID: 6a27c939fbc373592c2465ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"UniMed-CLIP","Adaptation Strategy":"multi-VLM GMM"}. This record does not assert independent reproduction. ### BiomedCLIP Top-1 Accuracy: 87.85. Result ID: 6a27c939fbc373592c2465a0. [Reporting paper]() Recorded evaluation configuration: {"Model":"BiomedCLIP","Adaptation Strategy":"single-VLM GMM"}. This record does not assert independent reproduction. ### PLIP Top-1 Accuracy: 87.38. Result ID: 6a27c939fbc373592c2465a2. [Reporting paper]() Recorded evaluation configuration: {"Model":"PLIP","Adaptation Strategy":"multi-VLM GMM"}. This record does not assert independent reproduction. ### PMC-CLIP Top-1 Accuracy: 87.32. Result ID: 6a27c939fbc373592c2465b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"PMC-CLIP","Adaptation Strategy":"multi-VLM GMM"}. This record does not assert independent reproduction. ### UniMed-CLIP Top-1 Accuracy: 87.22. Result ID: 6a27c939fbc373592c2465af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"UniMed-CLIP","Adaptation Strategy":"single-VLM GMM"}. This record does not assert independent reproduction. ### KEEP Top-1 Accuracy: 86.49. Result ID: 6a27c939fbc373592c2465b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"KEEP","Adaptation Strategy":"single-VLM GMM"}. This record does not assert independent reproduction. ### QuiltNet-B/32 Top-1 Accuracy: 86.43. Result ID: 6a27c939fbc373592c2465a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"QuiltNet-B/32","Adaptation Strategy":"single-VLM GMM"}. This record does not assert independent reproduction. ### QuiltNet-B/16 Top-1 Accuracy: 85.07. Result ID: 6a27c939fbc373592c2465a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"QuiltNet-B/16","Adaptation Strategy":"multi-VLM GMM"}. This record does not assert independent reproduction. ### PLIP Top-1 Accuracy: 83.69. Result ID: 6a27c939fbc373592c2465a3. [Reporting paper]() Recorded evaluation configuration: {"Model":"PLIP","Adaptation Strategy":"single-VLM GMM"}. This record does not assert independent reproduction. ### KEEP Top-1 Accuracy: 83.49. Result ID: 6a27c939fbc373592c2465b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"KEEP","Adaptation Strategy":"Original Zero-shot"}. This record does not assert independent reproduction. ### QuiltNet-B/16 Top-1 Accuracy: 83.39. Result ID: 6a27c939fbc373592c2465a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"QuiltNet-B/16","Adaptation Strategy":"single-VLM GMM"}. This record does not assert independent reproduction. ### PMC-CLIP Top-1 Accuracy: 83.19. Result ID: 6a27c939fbc373592c2465b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"PMC-CLIP","Adaptation Strategy":"single-VLM GMM"}. This record does not assert independent reproduction. ### CONCH Top-1 Accuracy: 82.2. Result ID: 6a27c939fbc373592c2465aa. [Reporting paper]() Recorded evaluation configuration: {"Model":"CONCH","Adaptation Strategy":"Original Zero-shot"}. This record does not assert independent reproduction. ### PathGen-CLIP Top-1 Accuracy: 81.54. Result ID: 6a27c939fbc373592c2465b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"PathGen-CLIP","Adaptation Strategy":"Original Zero-shot"}. This record does not assert independent reproduction. ### CLIP-B/16 Top-1 Accuracy: 79.52. Result ID: 6a27c939fbc373592c24659c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"CLIP-B/16","Adaptation Strategy":"multi-VLM GMM"}. This record does not assert independent reproduction. ### CLIP-B/32 Top-1 Accuracy: 77.51. Result ID: 6a27c939fbc373592c246599. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"CLIP-B/32","Adaptation Strategy":"multi-VLM GMM"}. This record does not assert independent reproduction. ### BiomedCLIP Top-1 Accuracy: 77.01. Result ID: 6a27c939fbc373592c24659e. [Reporting paper]() Recorded evaluation configuration: {"Model":"BiomedCLIP","Adaptation Strategy":"Original Zero-shot"}. This record does not assert independent reproduction. ### QuiltNet-B/16 Top-1 Accuracy: 76.25. Result ID: 6a27c939fbc373592c2465a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"QuiltNet-B/16","Adaptation Strategy":"Original Zero-shot"}. This record does not assert independent reproduction. ### QuiltNet-B/32 Top-1 Accuracy: 75.86. Result ID: 6a27c939fbc373592c2465a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"QuiltNet-B/32","Adaptation Strategy":"Original Zero-shot"}. This record does not assert independent reproduction. ### PMC-CLIP Top-1 Accuracy: 75.79. Result ID: 6a27c939fbc373592c2465b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"PMC-CLIP","Adaptation Strategy":"Original Zero-shot"}. This record does not assert independent reproduction. ### MUSK Top-1 Accuracy: 75.43. Result ID: 6a27c939fbc373592c2465b9. [Reporting paper]() Recorded evaluation configuration: {"Model":"MUSK","Adaptation Strategy":"Original Zero-shot"}. This record does not assert independent reproduction. ### PLIP Top-1 Accuracy: 73.12. Result ID: 6a27c939fbc373592c2465a1. [Reporting paper]() Recorded evaluation configuration: {"Model":"PLIP","Adaptation Strategy":"Original Zero-shot"}. This record does not assert independent reproduction. ### CLIP-B/16 Top-1 Accuracy: 70.54. Result ID: 6a27c939fbc373592c24659d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"CLIP-B/16","Adaptation Strategy":"single-VLM GMM"}. This record does not assert independent reproduction. ### UniMed-CLIP Top-1 Accuracy: 66.88. Result ID: 6a27c939fbc373592c2465ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"UniMed-CLIP","Adaptation Strategy":"Original Zero-shot"}. This record does not assert independent reproduction. ### CLIP-B/32 Top-1 Accuracy: 64.89. Result ID: 6a27c939fbc373592c246598. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"CLIP-B/32","Adaptation Strategy":"Original Zero-shot"}. This record does not assert independent reproduction. ### CLIP-B/16 Top-1 Accuracy: 64.89. Result ID: 6a27c939fbc373592c24659b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"CLIP-B/16","Adaptation Strategy":"Original Zero-shot"}. This record does not assert independent reproduction. ### CLIP-B/32 Top-1 Accuracy: 62.85. Result ID: 6a27c939fbc373592c24659a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"CLIP-B/32","Adaptation Strategy":"single-VLM GMM"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.