Table 1 Comparison of Surgical Timeline Segmentation Models.

From: TEMSET-24K: Densely Annotated Dataset for Indexing Multipart Endoscopic Videos using Surgical Timeline Segmentation

Sr#

Model Descripton

ConvNeXt

ViT

SWIN V2

Accuracy

F1 Score

Accuracy

F1 Score

Accuracy

F1 Score

1

Baseline Vision Classifier

80.36%

72.99%

75.23%

60.87%

78.74%

66.70%

2

STALNet (Ours)

91.69%

82.78%

83.02%

68.29%

91.42%

86.02%