Surgical Tool Detection On Cholec80
Metrics
mAP
Results
Performance results of various models on this benchmark
Model Name | mAP | Paper Title | Repository |
---|---|---|---|
MoCo V2 Surg SSL - FCN head | 93.5 | Dissecting Self-Supervised Learning Methods for Surgical Computer Vision | - |
ConvLSTM tracker | 92.9 | Weakly Supervised Convolutional LSTM Approach for Tool Tracking in Laparoscopic Videos | - |
FCN | 87.4 | Weakly-Supervised Learning for Tool Localization in Laparoscopic Videos | - |
EndoNet | 81.0 | EndoNet: A Deep Architecture for Recognition Tasks on Laparoscopic Videos | - |
MTRCNet-CL | 89.1 | Multi-Task Recurrent Convolutional Network with Correlation Loss for Surgical Video Analysis | - |
ToolNet | 80.9 | EndoNet: A Deep Architecture for Recognition Tasks on Laparoscopic Videos | - |
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