DeepVariant
基于深度学习的变异检测工具，将比对数据转化为图像后使用卷积神经网络进行变异分类。 该方法在多个基准测试中表现优异，能有效降低假阳性率，支持多种测序平台数据。
| Property | Value |
|---|---|
| Purpose | 基于深度学习的高精度变异检测 |
| Time Complexity | O(n * r) |
| Space Complexity | O(r) |
| Year | 2018 |
| Category | Variant Calling |
Complexity Analysis
- Time Complexity:
O(n * r) - Space Complexity:
O(r)
Performance Insight: The time complexity of this algorithm is polynomial.
Note: Complexity analysis is based on theoretical models. Actual runtime is affected by input scale, hardware, and implementation optimizations. Benchmark for your specific workload.
Literature & Implementation
Related Tools
GATK · PEPPER-Margin-DeepVariant · Clair3