Research map / Probabilistic and scientific modeling / Dynamical systems
Learning Nanoscale Motion Patterns of Vesicles in Living Cells
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use the proposed SRAN instead of deep residual attention | MUSICAL motion-pattern classification · Live-cell dataset | testing accuracy: 0.78 -> 0.82 | Helped |
| Use the proposed localization-based tracker instead of deep-learning tracking | Vesicle tracking · Live-cell Normal | MOTA: 0.69 -> 0.91 | Helped |
| Use the proposed localization-based tracker instead of deep-learning tracking | Vesicle tracking · Live-cell Hypoxia | MOTA: 0.62 -> 0.93 | Helped |
| Use the proposed localization-based tracker instead of deep-learning tracking | Vesicle tracking · Live-cell HypoxiaADM | MOTA: 0.68 -> 0.87 | Helped |
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