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MBARI-benthic-supercategory-detector
FathomNet/MBARI-benthic-supercategory-detector
MBARI-benthic-supercategory-detector is a object detection model from FathomNet. Use it when you need objects located in an image. The card lists the license as cc-by-4.0.
- Trained by researchers at CVisionAI and the Monterey Bay Aquarium Research Institute (MBARI). - Detectron2 with ResNet backbone - Object detection - Fine tuned to detect 20 morphotaxonomic categories of benthic anim…
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At a glance
- Task
- Object Detection
- License
- cc-by-4.0
- Access
- Public
- Created
- Jul 11, 2023
- Updated
- Nov 6, 2024
- SHA
- c3820e39
Model card
From the Hugging Face model README
MBARI Benthic Supercategory Detector
Model Details
- Trained by researchers at CVisionAI and the Monterey Bay Aquarium Research Institute (MBARI).
- Detectron2 with ResNet backbone
- Object detection
- Fine tuned to detect 20 morphotaxonomic categories of benthic animals in the Greater Monterey Bay Area off the coast of Central California.
Intended Use
- Make real time detections on video feed from MBARI Remotely Operated Vehicles.
- Post-process video collected in the region by MBARI vehicles.
Factors
- Distribution shifts related to sampling platform, camera parameters, illumination, and deployment environment are expected to impact model performance.
- Evaluation was performed on an IID subset of available training data. Data to test out of distribution performance not currently available.
Metrics
- Confusion matrix evaluated at test time.
Training and Evaluation Data
- A combination of publicly available FathomNet and internal MBARI data
- Task
- Object Detection
- License
- cc-by-4.0
- Created
- Jul 11, 2023
- Updated
- Nov 6, 2024