# Surgical Tool Classification on D99 to CATARACTS (CAT) (cross-domain) Source: [Surgical Tool Classification on D99 to CATARACTS (CAT) (cross-domain)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:51:21.989Z Evaluation of surgical tool classification performance on the D99 to CATARACTS (CAT) cross-domain dataset, measured by Macro and Micro 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 | Surgical Tool Classification | | Dataset (including any stated split) | D99 to CATARACTS (CAT) (cross-domain) | | Metric | Macro Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 - [Macro Accuracy](): Higher is better; unit: PERCENT. - [Micro Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Macro Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Target Only | 55 | Not recorded | 68fa70461e209131cea4a180 | | Target Only | 49.8 | Not recorded | 68fa70461e209131cea4a180 | | Barlow Adaptor | 35.1 | Not recorded | 68fa70461e209131cea4a180 | | Deep CORAL | 32.8 | Not recorded | 68fa70461e209131cea4a180 | | MMD | 32.2 | Not recorded | 68fa70461e209131cea4a180 | | Barlow Adaptor | 31.91 | Not recorded | 68fa70461e209131cea4a180 | | MMD | 31.32 | Not recorded | 68fa70461e209131cea4a180 | | Source Only | 30.43 | Not recorded | 68fa70461e209131cea4a180 | | CDTrans | 29.1 | Not recorded | 68fa70461e209131cea4a180 | | CORAL | 28.7 | Not recorded | 68fa70461e209131cea4a180 | | Source Only | 27.9 | Not recorded | 68fa70461e209131cea4a180 | | DANN | 22.4 | Not recorded | 68fa70461e209131cea4a180 | ### Target Only Macro Accuracy: 55. Result ID: 699110bd3a6c314849056a89. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet50","Protocol":"Upper Bound"}. This record does not assert independent reproduction. ### Target Only Macro Accuracy: 49.8. Result ID: 699110bd3a6c314849056a8a. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT","Protocol":"Upper Bound"}. This record does not assert independent reproduction. ### Barlow Adaptor Macro Accuracy: 35.1. Result ID: 699110bd3a6c314849056a87. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### Deep CORAL Macro Accuracy: 32.8. Result ID: 699110bd3a6c314849056a85. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### MMD Macro Accuracy: 32.2. Result ID: 699110bd3a6c314849056a80. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### Barlow Adaptor Macro Accuracy: 31.91. Result ID: 699110bd3a6c314849056a88. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT"}. This record does not assert independent reproduction. ### MMD Macro Accuracy: 31.32. Result ID: 699110bd3a6c314849056a82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT"}. This record does not assert independent reproduction. ### Source Only Macro Accuracy: 30.43. Result ID: 699110bd3a6c314849056a81. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT"}. This record does not assert independent reproduction. ### CDTrans Macro Accuracy: 29.1. Result ID: 699110bd3a6c314849056a86. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Not specified"}. This record does not assert independent reproduction. ### CORAL Macro Accuracy: 28.7. Result ID: 699110bd3a6c314849056a83. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT"}. This record does not assert independent reproduction. ### Source Only Macro Accuracy: 27.9. Result ID: 699110bd3a6c314849056a7f. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### DANN Macro Accuracy: 22.4. Result ID: 699110bd3a6c314849056a84. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Not specified"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.