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. 2024 Apr 3;19(6):1085–1091. doi: 10.1007/s11548-024-03091-5

Table 7.

Surgical phase recognition few-shot results (mean accuracy)

Train Set ResNet50 ViT ImageNet EndoViT
Stage 1 2 Videos 47.51 ± 1.33 63.59 ± 1.07 67.04 ± 2.92
4 Videos 57.80 ± 2.67 67.72 ± 0.90 71.80 ± 0.49
8 Videos 63.71 ± 1.48 75.50 ± 0.32 75.30 ± 1.83
Stage 2 2 Videos 68.23 ± 1.10 77.05 ± 1.71 78.89 ± 1.26
4 Videos 74.50 ± 1.76 80.00 ± 0.62 80.28 ± 0.71
8 Videos 77.43 ± 1.68 84.10 ± 0.38 84.68 ± 1.25