Research map / Detection and segmentation / Open-set and few-shot detection
Parsing Images of Overlapping Organisms With Deep Singling-Out Networks
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use SON-based hypothesis parsing instead of WormToolbox | SON fast · Larvae | F1-score: 0.5609 -> 0.8238 | Helped |
| Add size-dependent hypothesis penalties (ablation) | SON fast · Larvae | F1-score: 0.8238 -> 0.8532 | Helped |
| Add size-dependent hypothesis penalties (ablation) | SON fair · Larvae | F1-score: 0.8097 -> 0.8329 | Helped |
| Add size-dependent hypothesis penalties (ablation) | SON hausdorf · Larvae | F1-score: 0.8353 -> 0.8816 | Helped |
| Use Hausdorff distance between hypothesis centerlines instead of fast coverage-based distances (ablation) | SON image parsing · Larvae | F1-score: 0.8238 -> 0.8353 | Helped |
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