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专业领域/ByteTrack/INDEX_ByteTrack.md
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title: ByteTrack 索引
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tags:
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- ByteTrack
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- MOT
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- 多目标跟踪
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- 计算机视觉
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- ECCV2022
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created: 2026-04-21
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updated: 2026-04-21
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---
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# ByteTrack 知识索引
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> ByteTrack: Multi-Object Tracking by Associating Every Detection Box
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>
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> **ECCV 2022** | [论文](https://arxiv.org/abs/2110.06864) | [代码](https://github.com/FoundationVision/ByteTrack)
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## 📚 目录
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| 笔记 | 说明 |
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|------|------|
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| [[ByteTrack核心原理]] | 算法原理与创新点 |
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| [[ByteTrack安装配置]] | 环境安装指南 |
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| [[ByteTrack训练评估]] | 训练与测试方法 |
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| [[ByteTrack性能指标]] | SOTA 性能对比 |
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---
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## 快速概览
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| 项目 | 说明 |
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|------|------|
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| 发表 | ECCV 2022 |
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| 作者 | Zhang Yifu et al. |
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| 核心思想 | 关联所有检测框,不仅仅是高分框 |
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| MOT17 性能 | 80.3 MOTA, 77.3 IDF1, 63.1 HOTA |
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| 运行速度 | 30 FPS (V100) |
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---
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## 核心创新
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1. **ByteTrack** 首次提出关联所有检测框
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2. 对低分检测框利用轨迹相似度恢复目标
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3. 可与 9 种不同 SOTA 跟踪器结合
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4. IDF1 提升 1-10 个百分点
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---
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*持续更新中...*
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