# Critical View of Safety recognition on EndoScapes-CVS201 (test) Source: [Critical View of Safety recognition on EndoScapes-CVS201 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:09:21.834Z Evaluation of Critical View of Safety recognition performance on the test split of the EndoScapes-CVS201 dataset, reporting metrics including mAP, C1, C2, and C3. 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 | Critical View of Safety recognition | | Dataset (including any stated split) | EndoScapes-CVS201 (test) | | Metric | mAP | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 27 of 27 | | 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 - [mAP](): Higher is better; unit: PERCENT. - [C1](): Higher is better; unit: PERCENT. - [C2](): Higher is better; unit: PERCENT. - [C3](): Higher is better; unit: PERCENT. ## Recorded results | Method | mAP | Result date | Report paper | | --- | --- | --- | --- | | LG-CVS\* | 67.3 | Not recorded | 68fa79ed1e209131cea8001e | | SSG-Com | 64.6 | Not recorded | 68fa7a2a1e209131cea81746 | | LG-CVS | 63.2 | Not recorded | 68fa7a2a1e209131cea81746 | | LG-CVS | 62.3 | Not recorded | 68fa7a2a1e209131cea81746 | | CVS-AdaptNet | 57.6 | Not recorded | 68fa79ed1e209131cea8001e | | CVS-AdaptNet | 57.6 | Not recorded | 68fa79ed1e209131cea8001e | | ResNet50-MoCov2 | 57.4 | Not recorded | 68fa79ed1e209131cea8001e | | ResNet50-DetInit | 57.3 | Not recorded | 68fa7a2a1e209131cea81746 | | CVS-AdaptNet | 56.8 | Not recorded | 68fa79ed1e209131cea8001e | | ResNet50-DetInit | 55.3 | Not recorded | 68fa7a2a1e209131cea81746 | | CVS-AdaptNet | 52 | Not recorded | 68fa79ed1e209131cea8001e | | CVS-AdaptNet | 51.7 | Not recorded | 68fa79ed1e209131cea8001e | | ResNet50 | 51.5 | Not recorded | 68fa79ed1e209131cea8001e | | SurgVLP-vision | 51.4 | Not recorded | 68fa79ed1e209131cea8001e | | CVS-AdaptNet | 51.4 | Not recorded | 68fa79ed1e209131cea8001e | | CVS-AdaptNet | 51.3 | Not recorded | 68fa79ed1e209131cea8001e | | CVS-AdaptNet | 50.4 | Not recorded | 68fa79ed1e209131cea8001e | | CVS-AdaptNet | 50.3 | Not recorded | 68fa79ed1e209131cea8001e | | HecVL-vision | 50 | Not recorded | 68fa79ed1e209131cea8001e | | CVS-AdaptNet | 50 | Not recorded | 68fa79ed1e209131cea8001e | | PeskaVLP-vision | 48.9 | Not recorded | 68fa79ed1e209131cea8001e | | CVS-AdaptNet | 46.8 | Not recorded | 68fa79ed1e209131cea8001e | | LayoutCVS | 44 | Not recorded | 68fa7a2a1e209131cea81746 | | LayoutCVS | 42.8 | Not recorded | 68fa7a2a1e209131cea81746 | | DeepCVS | 42.4 | Not recorded | 68fa7a2a1e209131cea81746 | | DeepCVS | 40.7 | Not recorded | 68fa7a2a1e209131cea81746 | | CVS-AdaptNet | 35.9 | Not recorded | 68fa79ed1e209131cea8001e | ### LG-CVS\* mAP: 67.3. Result ID: 698b65827a967eddb76e3e65. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Initialization":"Mask-RCNN\*","Modality":"Image + Segmentation Masks","Graphs/Spatial annotations":true}. This record does not assert independent reproduction. ### SSG-Com mAP: 64.6. Result ID: 698c56d437894ef7d9cda34c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LG-CVS mAP: 63.2. Result ID: 698c56d437894ef7d9cda34b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LG-CVS mAP: 62.3. Result ID: 698c56d437894ef7d9cda347. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CVS-AdaptNet mAP: 57.6. Result ID: 698b65827a967eddb76e3e5c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Initialization":"PeskaVLP \[20\]","Strategy":"Standard","Modality":"Image+Text"}. This record does not assert independent reproduction. ### CVS-AdaptNet mAP: 57.6. Result ID: 698b65827a967eddb76e3e64. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Initialization":"PeskaVLP \[20\]","Strategy":"Multi-class","Modality":"Image+Text"}. This record does not assert independent reproduction. ### ResNet50-MoCov2 mAP: 57.4. Result ID: 698b65827a967eddb76e3e55. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Initialization":"SSL pretrained","Modality":"Image-only"}. This record does not assert independent reproduction. ### ResNet50-DetInit mAP: 57.3. Result ID: 698c56d437894ef7d9cda346. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### CVS-AdaptNet mAP: 56.8. Result ID: 698b65827a967eddb76e3e60. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Initialization":"PeskaVLP \[20\]","Strategy":"Positive-Negative","Modality":"Image+Text"}. This record does not assert independent reproduction. ### ResNet50-DetInit mAP: 55.3. Result ID: 698c56d437894ef7d9cda34a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### CVS-AdaptNet mAP: 52. Result ID: 698b65827a967eddb76e3e63. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Initialization":"HecVL \[21\]","Strategy":"Multi-class","Modality":"Image+Text"}. This record does not assert independent reproduction. ### CVS-AdaptNet mAP: 51.7. Result ID: 698b65827a967eddb76e3e5b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Initialization":"HecVL \[21\]","Strategy":"Standard","Modality":"Image+Text"}. This record does not assert independent reproduction. ### ResNet50 mAP: 51.5. Result ID: 698b65827a967eddb76e3e54. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Initialization":"ImageNet","Modality":"Image-only"}. This record does not assert independent reproduction. ### SurgVLP-vision mAP: 51.4. Result ID: 698b65827a967eddb76e3e56. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Initialization":"SurgVLP","Modality":"Image-only"}. This record does not assert independent reproduction. ### CVS-AdaptNet mAP: 51.4. Result ID: 698b65827a967eddb76e3e5a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Initialization":"SurgVLP \[22\]","Strategy":"Standard","Modality":"Image+Text"}. This record does not assert independent reproduction. ### CVS-AdaptNet mAP: 51.3. Result ID: 698b65827a967eddb76e3e5f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Initialization":"HecVL \[21\]","Strategy":"Positive-Negative","Modality":"Image+Text"}. This record does not assert independent reproduction. ### CVS-AdaptNet mAP: 50.4. Result ID: 698b65827a967eddb76e3e5e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Initialization":"SurgVLP \[22\]","Strategy":"Positive-Negative","Modality":"Image+Text"}. This record does not assert independent reproduction. ### CVS-AdaptNet mAP: 50.3. Result ID: 698b65827a967eddb76e3e59. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Initialization":"ResNet50 + BioClinicalBERT","Strategy":"Standard","Modality":"Image+Text"}. This record does not assert independent reproduction. ### HecVL-vision mAP: 50. Result ID: 698b65827a967eddb76e3e57. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Initialization":"HecVL","Modality":"Image-only"}. This record does not assert independent reproduction. ### CVS-AdaptNet mAP: 50. Result ID: 698b65827a967eddb76e3e5d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Initialization":"ResNet50 + BioClinicalBERT","Strategy":"Positive-Negative","Modality":"Image+Text"}. This record does not assert independent reproduction. ### PeskaVLP-vision mAP: 48.9. Result ID: 698b65827a967eddb76e3e58. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Initialization":"PeskaVLP","Modality":"Image-only"}. This record does not assert independent reproduction. ### CVS-AdaptNet mAP: 46.8. Result ID: 698b65827a967eddb76e3e61. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Initialization":"ResNet50 + BioClinicalBERT","Strategy":"Multi-class","Modality":"Image+Text"}. This record does not assert independent reproduction. ### LayoutCVS mAP: 44. Result ID: 698c56d437894ef7d9cda349. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LayoutCVS mAP: 42.8. Result ID: 698c56d437894ef7d9cda345. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeepCVS mAP: 42.4. Result ID: 698c56d437894ef7d9cda344. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeepCVS mAP: 40.7. Result ID: 698c56d437894ef7d9cda348. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CVS-AdaptNet mAP: 35.9. Result ID: 698b65827a967eddb76e3e62. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Initialization":"SurgVLP \[22\]","Strategy":"Multi-class","Modality":"Image+Text"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.