# Phase recognition on AutoLaparo (test) Source: [Phase recognition on AutoLaparo (test)]() Collection index: [llms.txt]() Data updated: 2026-07-01T07:31:41.366Z Evaluation of phase recognition performance on the test split of the AutoLaparo dataset, assessed using metrics such as F1 score. 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 | Phase recognition | | Dataset (including any stated split) | AutoLaparo (test) | | Metric | F1 Score | | 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 - [F1 Score](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 Score | Result date | Report paper | | --- | --- | --- | --- | | AutoLaparo SSL | 70.7 | Not recorded | 68fa7a121e209131cea80f22 | | ImageNet Supervised | 70.1 | Not recorded | 68fa7a121e209131cea80f22 | | EndoFM | 68.9 | Not recorded | 68fa7a121e209131cea80f22 | | ImageNet Supervised | 68.6 | Not recorded | 68fa7a121e209131cea80f22 | | AutoLaparo SSL | 64.4 | Not recorded | 68fa7a121e209131cea80f22 | | ImageNet Supervised | 62.3 | Not recorded | 68fa7a121e209131cea80f22 | | Cholec80 SSL | 61.5 | Not recorded | 68fa7a121e209131cea80f22 | | AutoLaparo SSL | 59.5 | Not recorded | 68fa7a121e209131cea80f22 | | EndoFM | 59.3 | Not recorded | 68fa7a121e209131cea80f22 | | ImageNet Supervised | 58.5 | Not recorded | 68fa7a121e209131cea80f22 | | Cholec80 SSL | 58.3 | Not recorded | 68fa7a121e209131cea80f22 | | ImageNet Supervised | 57.6 | Not recorded | 68fa7a121e209131cea80f22 | | EndoFM | 56.6 | Not recorded | 68fa7a121e209131cea80f22 | | ImageNet Supervised | 50.8 | Not recorded | 68fa7a121e209131cea80f22 | | Cholec80 SSL | 47.7 | Not recorded | 68fa7a121e209131cea80f22 | | HyperVLP | 32.9 | Not recorded | 6a449eeee0224bd4f4992db6 | | PeskaVLP | 23.6 | Not recorded | 68fa77691e209131cea731fe | | PeskaVLP | 23.6 | Not recorded | 6a449eeee0224bd4f4992db6 | | HecVL | 18.9 | Not recorded | 68fa77691e209131cea731fe | | HecVL | 18.9 | Not recorded | 6a449eeee0224bd4f4992db6 | | SurgVLP | 16.6 | Not recorded | 68fa77691e209131cea731fe | | SurgVLP | 16.6 | Not recorded | 6a449eeee0224bd4f4992db6 | | CLIP | 16.2 | Not recorded | 68fa77691e209131cea731fe | | CLIP | 16.2 | Not recorded | 6a449eeee0224bd4f4992db6 | | CLIP | 10.9 | Not recorded | 68fa77691e209131cea731fe | | CLIP | 10.9 | Not recorded | 6a449eeee0224bd4f4992db6 | | CLIP | 9.1 | Not recorded | 68fa77691e209131cea731fe | | CLIP | 9.1 | Not recorded | 6a449eeee0224bd4f4992db6 | | MIL-NCE | 7.9 | Not recorded | 68fa77691e209131cea731fe | | MIL-NCE | 7.9 | Not recorded | 6a449eeee0224bd4f4992db6 | ### AutoLaparo SSL F1 Score: 70.7. Result ID: 698b6c3f7a967eddb76e74c3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Number of Labeled Videos":"10"}. This record does not assert independent reproduction. ### ImageNet Supervised F1 Score: 70.1. Result ID: 698b6c3f7a967eddb76e74c9. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Number of Labeled Videos":"10"}. This record does not assert independent reproduction. ### EndoFM F1 Score: 68.9. Result ID: 698b6c3f7a967eddb76e74c6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B","Number of Labeled Videos":"10"}. This record does not assert independent reproduction. ### ImageNet Supervised F1 Score: 68.6. Result ID: 698b6c3f7a967eddb76e74cc. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B","Number of Labeled Videos":"10"}. This record does not assert independent reproduction. ### AutoLaparo SSL F1 Score: 64.4. Result ID: 698b6c3f7a967eddb76e74c4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Number of Labeled Videos":"5"}. This record does not assert independent reproduction. ### ImageNet Supervised F1 Score: 62.3. Result ID: 698b6c3f7a967eddb76e74cd. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B","Number of Labeled Videos":"5"}. This record does not assert independent reproduction. ### Cholec80 SSL F1 Score: 61.5. Result ID: 698b6c3f7a967eddb76e74c0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Number of Labeled Videos":"10"}. This record does not assert independent reproduction. ### AutoLaparo SSL F1 Score: 59.5. Result ID: 698b6c3f7a967eddb76e74c5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Number of Labeled Videos":"3"}. This record does not assert independent reproduction. ### EndoFM F1 Score: 59.3. Result ID: 698b6c3f7a967eddb76e74c7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B","Number of Labeled Videos":"5"}. This record does not assert independent reproduction. ### ImageNet Supervised F1 Score: 58.5. Result ID: 698b6c3f7a967eddb76e74ce. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B","Number of Labeled Videos":"3"}. This record does not assert independent reproduction. ### Cholec80 SSL F1 Score: 58.3. Result ID: 698b6c3f7a967eddb76e74c1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Number of Labeled Videos":"5"}. This record does not assert independent reproduction. ### ImageNet Supervised F1 Score: 57.6. Result ID: 698b6c3f7a967eddb76e74ca. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Number of Labeled Videos":"5"}. This record does not assert independent reproduction. ### EndoFM F1 Score: 56.6. Result ID: 698b6c3f7a967eddb76e74c8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B","Number of Labeled Videos":"3"}. This record does not assert independent reproduction. ### ImageNet Supervised F1 Score: 50.8. Result ID: 698b6c3f7a967eddb76e74cb. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Number of Labeled Videos":"3"}. This record does not assert independent reproduction. ### Cholec80 SSL F1 Score: 47.7. Result ID: 698b6c3f7a967eddb76e74c2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Number of Labeled Videos":"3"}. This record does not assert independent reproduction. ### HyperVLP F1 Score: 32.9. Result ID: 6a44c25c73d097d845be723d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Dataset":"SVL","Zero-shot":"true"}. This record does not assert independent reproduction. ### PeskaVLP F1 Score: 23.6. Result ID: 699488fe3a6c3148491ddbec. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Dataset":"SVL","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### PeskaVLP F1 Score: 23.6. Result ID: 6a44c25c73d097d845be723c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Dataset":"SVL","Zero-shot":"true"}. This record does not assert independent reproduction. ### HecVL F1 Score: 18.9. Result ID: 699488fe3a6c3148491ddbeb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Dataset":"SVL","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### HecVL F1 Score: 18.9. Result ID: 6a44c25c73d097d845be723b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Dataset":"SVL","Zero-shot":"true"}. This record does not assert independent reproduction. ### SurgVLP F1 Score: 16.6. Result ID: 699488fe3a6c3148491ddbea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Dataset":"SVL","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### SurgVLP F1 Score: 16.6. Result ID: 6a44c25c73d097d845be723a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Dataset":"SVL","Zero-shot":"true"}. This record does not assert independent reproduction. ### CLIP F1 Score: 16.2. Result ID: 699488fe3a6c3148491ddbe9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Dataset":"SVL","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### CLIP F1 Score: 16.2. Result ID: 6a44c25c73d097d845be7239. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Dataset":"SVL","Zero-shot":"true"}. This record does not assert independent reproduction. ### CLIP F1 Score: 10.9. Result ID: 699488fe3a6c3148491ddbe8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Dataset":"Scratch","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### CLIP F1 Score: 10.9. Result ID: 6a44c25c73d097d845be7238. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Dataset":"Scratch","Zero-shot":"true"}. This record does not assert independent reproduction. ### CLIP F1 Score: 9.1. Result ID: 699488fe3a6c3148491ddbe7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Dataset":"CLIP400M","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### CLIP F1 Score: 9.1. Result ID: 6a44c25c73d097d845be7237. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Dataset":"CLIP400M","Zero-shot":"true"}. This record does not assert independent reproduction. ### MIL-NCE F1 Score: 7.9. Result ID: 699488fe3a6c3148491ddbe6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Dataset":"Howto100M","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### MIL-NCE F1 Score: 7.9. Result ID: 6a44c25c73d097d845be7236. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Dataset":"HowTo100M","Zero-shot":"true"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.