# Surgical Tool Classification on CATARACTS cross-domain to D99 Source: [Surgical Tool Classification on CATARACTS cross-domain to D99]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:51:22.008Z Evaluation of model performance on the CATARACTS cross-domain to D99 dataset for surgical tool classification, 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) | CATARACTS cross-domain to D99 | | 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 | 57 | Not recorded | 68fa70461e209131cea4a180 | | Target Only | 56.43 | Not recorded | 68fa70461e209131cea4a180 | | Barlow Adaptor | 24.62 | Not recorded | 68fa70461e209131cea4a180 | | CDTrans | 20.9 | Not recorded | 68fa70461e209131cea4a180 | | MMD | 20.6 | Not recorded | 68fa70461e209131cea4a180 | | Deep CORAL | 18.6 | Not recorded | 68fa70461e209131cea4a180 | | Barlow Adaptor | 17.35 | Not recorded | 68fa70461e209131cea4a180 | | DANN | 16.7 | Not recorded | 68fa70461e209131cea4a180 | | MMD | 16.42 | Not recorded | 68fa70461e209131cea4a180 | | CORAL | 15.38 | Not recorded | 68fa70461e209131cea4a180 | | Source Only | 14.25 | Not recorded | 68fa70461e209131cea4a180 | | Source Only | 13.99 | Not recorded | 68fa70461e209131cea4a180 | ### Target Only Macro Accuracy: 57. Result ID: 699110bd3a6c314849056a95. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet50","Protocol":"Upper Bound"}. This record does not assert independent reproduction. ### Target Only Macro Accuracy: 56.43. Result ID: 699110bd3a6c314849056a96. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT","Protocol":"Upper Bound"}. This record does not assert independent reproduction. ### Barlow Adaptor Macro Accuracy: 24.62. Result ID: 699110bd3a6c314849056a93. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### CDTrans Macro Accuracy: 20.9. Result ID: 699110bd3a6c314849056a92. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Not specified"}. This record does not assert independent reproduction. ### MMD Macro Accuracy: 20.6. Result ID: 699110bd3a6c314849056a8c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### Deep CORAL Macro Accuracy: 18.6. Result ID: 699110bd3a6c314849056a91. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### Barlow Adaptor Macro Accuracy: 17.35. Result ID: 699110bd3a6c314849056a94. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT"}. This record does not assert independent reproduction. ### DANN Macro Accuracy: 16.7. Result ID: 699110bd3a6c314849056a90. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Not specified"}. This record does not assert independent reproduction. ### MMD Macro Accuracy: 16.42. Result ID: 699110bd3a6c314849056a8e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT"}. This record does not assert independent reproduction. ### CORAL Macro Accuracy: 15.38. Result ID: 699110bd3a6c314849056a8f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT"}. This record does not assert independent reproduction. ### Source Only Macro Accuracy: 14.25. Result ID: 699110bd3a6c314849056a8b. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### Source Only Macro Accuracy: 13.99. Result ID: 699110bd3a6c314849056a8d. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.