# slide-level tumor localization on Camelyon 16 (test) Source: [slide-level tumor localization on Camelyon 16 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:44:59.932Z Evaluation of slide-level tumor localization performance on the test split of the Camelyon 16 dataset, reporting FROC scores. 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 | slide-level tumor localization | | Dataset (including any stated split) | Camelyon 16 (test) | | Metric | FROC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 30 of 30 | | 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 - [FROC](): Higher is better; unit: PERCENT. - [FP Rate (@8)](): Lower is better; unit: PERCENT. - [AUC](): Higher is better; unit: PERCENT. ## Recorded results | Method | FROC | Result date | Report paper | | --- | --- | --- | --- | | Inception (V3) ensemble | 88.5 | Not recorded | 68fa67af1e209131cea17cde | | Inception (V3) | 87.3 | Not recorded | 68fa67af1e209131cea17cde | | Inception (V3) small | 86.4 | Not recorded | 68fa67af1e209131cea17cde | | Inception (V3) multi-scale small | 85.9 | Not recorded | 68fa67af1e209131cea17cde | | Inception (V3) | 85.5 | Not recorded | 68fa67af1e209131cea17cde | | Inception (V3) small | 85.5 | Not recorded | 68fa67af1e209131cea17cde | | P4M-DenseNet | 84 | Not recorded | 68fa64801e209131cea04e88 | | Inception (V3) multi-scale small | 82.2 | Not recorded | 68fa67af1e209131cea17cde | | DenseNet | 81.7 | Not recorded | 68fa64801e209131cea04e88 | | P4M-DenseNet | 81.5 | Not recorded | 68fa64801e209131cea04e88 | | Wang et al. | 80.7 | Not recorded | 68fa64801e209131cea04e88 | | Camelyon16 winner | 80.7 | Not recorded | 68fa67af1e209131cea17cde | | DenseNet | 80 | Not recorded | 68fa64801e209131cea04e88 | | Liu et al. | 79.3 | Not recorded | 68fa64801e209131cea04e88 | | Inception (V3) small | 79.3 | Not recorded | 68fa67af1e209131cea17cde | | Pathologist | 73.3 | Not recorded | 68fa64801e209131cea04e88 | | Pathologist | 73.3 | Not recorded | 68fa67af1e209131cea17cde | | P4M-DenseNet | 72.6 | Not recorded | 68fa64801e209131cea04e88 | | DenseNet | 71 | Not recorded | 68fa64801e209131cea04e88 | | P4M-DenseNet | 60.7 | Not recorded | 68fa64801e209131cea04e88 | | DenseNet | 55.4 | Not recorded | 68fa64801e209131cea04e88 | | Fully-supervised | 52.54 | Not recorded | 68fa69b21e209131cea23838 | | DSMIL-LC | 43.71 | Not recorded | 68fa69b21e209131cea23838 | | DSMIL | 42.96 | Not recorded | 68fa69b21e209131cea23838 | | MS-ABMIL | 41.91 | Not recorded | 68fa69b21e209131cea23838 | | ABMIL | 40.56 | Not recorded | 68fa69b21e209131cea23838 | | Max-pooling | 33.13 | Not recorded | 68fa69b21e209131cea23838 | | MILRNN | 30.48 | Not recorded | 68fa69b21e209131cea23838 | | MS-MILRNN | 27.91 | Not recorded | 68fa69b21e209131cea23838 | | Mean-pooling | 11.62 | Not recorded | 68fa69b21e209131cea23838 | ### Inception (V3) ensemble FROC: 88.5. Result ID: 698d3fe58b517eb433201b36. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ensemble":"3 models","Input magnification":"40X"}. This record does not assert independent reproduction. ### Inception (V3) FROC: 87.3. Result ID: 698d3fe58b517eb433201b33. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input magnification":"40X","Model size":"20M parameters"}. This record does not assert independent reproduction. ### Inception (V3) small FROC: 86.4. Result ID: 698d3fe58b517eb433201b35. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input magnification":"40X","Model size":"300K parameters"}. This record does not assert independent reproduction. ### Inception (V3) multi-scale small FROC: 85.9. Result ID: 698d3fe58b517eb433201b39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input magnification":"40X+20X","Model size":"300K parameters"}. This record does not assert independent reproduction. ### Inception (V3) FROC: 85.5. Result ID: 698d3fe58b517eb433201b34. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input magnification":"40X","Model size":"20M parameters","Pre-training":"ImageNet"}. This record does not assert independent reproduction. ### Inception (V3) small FROC: 85.5. Result ID: 698d3fe58b517eb433201b37. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input magnification":"20X","Model size":"300K parameters"}. This record does not assert independent reproduction. ### P4M-DenseNet FROC: 84. Result ID: 698c480437894ef7d9cd3905. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Data regime":"100%","Number of parameters":"123k"}. This record does not assert independent reproduction. ### Inception (V3) multi-scale small FROC: 82.2. Result ID: 698d3fe58b517eb433201b3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input magnification":"40X+10X","Model size":"300K parameters"}. This record does not assert independent reproduction. ### DenseNet FROC: 81.7. Result ID: 698c480437894ef7d9cd3909. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Data regime":"100%","Number of parameters":"126k"}. This record does not assert independent reproduction. ### P4M-DenseNet FROC: 81.5. Result ID: 698c480437894ef7d9cd3906. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Data regime":"50%","Number of parameters":"123k"}. This record does not assert independent reproduction. ### Wang et al. FROC: 80.7. Result ID: 698c480437894ef7d9cd390e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data regime":"100%","Resolution":"40x"}. This record does not assert independent reproduction. ### Camelyon16 winner FROC: 80.7. Result ID: 698d3fe58b517eb433201b3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DenseNet FROC: 80. Result ID: 698c480437894ef7d9cd390a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Data regime":"50%","Number of parameters":"126k"}. This record does not assert independent reproduction. ### Liu et al. FROC: 79.3. Result ID: 698c480437894ef7d9cd390d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data regime":"100%","Augmentation/Ensemble":"10x"}. This record does not assert independent reproduction. ### Inception (V3) small FROC: 79.3. Result ID: 698d3fe58b517eb433201b38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input magnification":"10X","Model size":"300K parameters"}. This record does not assert independent reproduction. ### Pathologist FROC: 73.3. Result ID: 698c480437894ef7d9cd390f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Pathologist FROC: 73.3. Result ID: 698d3fe58b517eb433201b3b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### P4M-DenseNet FROC: 72.6. Result ID: 698c480437894ef7d9cd3907. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Data regime":"25%","Number of parameters":"123k"}. This record does not assert independent reproduction. ### DenseNet FROC: 71. Result ID: 698c480437894ef7d9cd390b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Data regime":"25%","Number of parameters":"126k"}. This record does not assert independent reproduction. ### P4M-DenseNet FROC: 60.7. Result ID: 698c480437894ef7d9cd3908. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Data regime":"12.5%","Number of parameters":"123k"}. This record does not assert independent reproduction. ### DenseNet FROC: 55.4. Result ID: 698c480437894ef7d9cd390c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Data regime":"12.5%","Number of parameters":"126k"}. This record does not assert independent reproduction. ### Fully-supervised FROC: 52.54. Result ID: 698dd776ffc3901de09901e5. [Reporting paper]() Recorded evaluation configuration: {"Scale":"Single"}. This record does not assert independent reproduction. ### DSMIL-LC FROC: 43.71. Result ID: 698dd776ffc3901de09901e8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Scale":"Multiple"}. This record does not assert independent reproduction. ### DSMIL FROC: 42.96. Result ID: 698dd776ffc3901de09901e4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Scale":"Single"}. This record does not assert independent reproduction. ### MS-ABMIL FROC: 41.91. Result ID: 698dd776ffc3901de09901e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scale":"Multiple"}. This record does not assert independent reproduction. ### ABMIL FROC: 40.56. Result ID: 698dd776ffc3901de09901e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scale":"Single"}. This record does not assert independent reproduction. ### Max-pooling FROC: 33.13. Result ID: 698dd776ffc3901de09901e1. [Reporting paper]() Recorded evaluation configuration: {"Scale":"Single"}. This record does not assert independent reproduction. ### MILRNN FROC: 30.48. Result ID: 698dd776ffc3901de09901e2. [Reporting paper]() Recorded evaluation configuration: {"Scale":"Single"}. This record does not assert independent reproduction. ### MS-MILRNN FROC: 27.91. Result ID: 698dd776ffc3901de09901e6. [Reporting paper]() Recorded evaluation configuration: {"Scale":"Multiple"}. This record does not assert independent reproduction. ### Mean-pooling FROC: 11.62. Result ID: 698dd776ffc3901de09901e0. [Reporting paper]() Recorded evaluation configuration: {"Scale":"Single"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.