Maritime Vessel Recognition

The models shown below were trained using an in-distribution dataset.

Models

Checkpoint Name Loss Function Balanced Training Data Training Module
vit-b-16.pth Cross Entropy - TorchVision
vit-b-16_BTD.pth Cross Entropy 200k per category TorchVision
vit-b-16_LAL.pth Logit Adjusted Loss - TorchVision
vit-b-16_BTDandLAL.pth Logit Adjusted Loss 200k per category TorchVision
vit-l-16.pth Cross Entropy - TorchVision
vit-l-16_BTD.pth Cross Entropy 200k per category TorchVision
vit-l-16_LAL.pth Logit Adjusted Loss - TorchVision
vit-l-16_BTDandLAL.pth Logit Adjusted Loss 200k per category TorchVision
vit-h-14.pth Cross Entropy - TorchVision
vit-h-14_BTD.pth Cross Entropy 200k per category TorchVision
vit-h-14_LAL.pth Logit Adjusted Loss - TorchVision
vit-h-14_BTDandLAL.pth Logit Adjusted Loss 200k per category TorchVision
vit-b-16-timm.pth Cross Entropy - TIMM
vit-b-16-timm_BTD.pth Cross Entropy 200k per category TIMM
vit-b-16-timm_LAL.pth Logit Adjusted Loss - TIMM
vit-b-16-timm_BTDandLAL.pth Logit Adjusted Loss 200k per category TIMM
vit-l-16-timm.pth Cross Entropy - TIMM
vit-l-16-timm_BTD.pth Cross Entropy 200k per category TIMM
vit-l-16-timm_LAL.pth Logit Adjusted Loss - TIMM
vit-l-16-timm_BTDandLAL.pth Logit Adjusted Loss 200k per category TIMM
vit-h-14-timm.pth Cross Entropy - TIMM
vit-h-14-timm_BTD.pth Cross Entropy 200k per category TIMM
vit-h-14-timm_LAL.pth Logit Adjusted Loss - TIMM
vit-h-14-timm_BTDandLAL.pth Logit Adjusted Loss 200k per category TIMM

Evaluation

Evaluation

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