YOLO + Object Tracking
Author: KangchanRoh
Team: Reinforcement Learning Team @ CAI Lab
Date: 2022/11/30
Benchmark
COCO Benchmark (Real-Time Object Detection)
Papers with Code - COCO Benchmark (Real-Time Object Detection)
The current state-of-the-art on COCO is YOLOv7-E6E (36 fps). See a full comparison of 41 papers with code.
paperswithcode.com
MOT17 Benchmark (Multi-Object Tracking)
Papers with Code - MOT17 Benchmark (Multi-Object Tracking)
The current state-of-the-art on MOT17 is SMILEtrack. See a full comparison of 28 papers with code.
paperswithcode.com
MOT20 Benchmark (Multi-Object Tracking)
Papers with Code - MOT20 Benchmark (Multi-Object Tracking)
The current state-of-the-art on MOT20 is SMILEtrack. See a full comparison of 15 papers with code.
paperswithcode.com
DanceTrack Benchmark (Multi-Object Tracking)
Papers with Code - DanceTrack Benchmark (Multi-Object Tracking)
The current state-of-the-art on DanceTrack is MOTRv2. See a full comparison of 11 papers with code.
paperswithcode.com
CroHD Benchmark (Multi-Object Tracking)
Papers with Code - CroHD Benchmark (Multiple Object Tracking)
The current state-of-the-art on CroHD is PP-Tracking. See a full comparison of 5 papers with code.
paperswithcode.com
Paper & Code
StrongSORT
OC - SORT
ByteTrack
YOLOv5v6 + StrongSORT & OC-SORT & ByteTrack Code
GitHub - mikel-brostrom/Yolov5_StrongSORT_OSNet: A collection of real-time multi-camera multi-object SOTA trackers using YOLOv5
A collection of real-time multi-camera multi-object SOTA trackers using YOLOv5 - GitHub - mikel-brostrom/Yolov5_StrongSORT_OSNet: A collection of real-time multi-camera multi-object SOTA trackers u...
github.com
YOLOv7 + StrongSORT Code
GitHub - mikel-brostrom/Yolov7_StrongSORT_OSNet: Real-time multi-camera multi-object tracker using YOLOv7 and StrongSORT with OS
Real-time multi-camera multi-object tracker using YOLOv7 and StrongSORT with OSNet - GitHub - mikel-brostrom/Yolov7_StrongSORT_OSNet: Real-time multi-camera multi-object tracker using YOLOv7 and S...
github.com
FPS Test
- OS : Ubuntu 20.04
- CPU : Intel i5-4690 CPU @ 3.50GHz × 4
- GPU : NVIDIA GeForce GTX 1660
- RAM : 16GB
| Detector & Tracker | StrongSORT | OC-SORT | ByteTrack |
| YOLOv7 | ~7~14 | - | - |
| YOLOv7-tiny | ~7~21 | - | - |
| YOLOv7-X | ~7~11 | - | - |
| YOLOv7-D6 | ~5~10 | - | - |
| YOLOv7-E6 | ~6~11 | - | - |
| YOLOv7-E6E | ~5~9 | - | - |
| YOLOv7-W6 | ~6~14 | - | - |
| YOLOv5n | ~22~30 | ~56 ~71 | ~57~71 |
| YOLOv5s | ~14~26 | ~44~60 | ~57~69 |
| YOLOv5m | ~7~20 | ~35~41 | ~39~42 |
| YOLOv5l | ~9~16 | ~24~26 | ~23~26 |
| YOLOv5x | ~6~11 | ~7~15 | ~14~15 |
| YOLOv5n6 | ~16~25 | ~51~63 | ~50~60 |
| YOLOv5s6 | ~13~24 | ~50~59 | ~53~60 |
| YOLOv5m6 | ~8~20 | ~28~35 | ~35~37 |
| YOLOv5l6 | ~8~15 | ~20~23 | ~22~23 |
| YOLOv5x6 | ~7~10 | ~6~14 | ~13~14 |