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yolo_detection_tracking's Introduction

This work utilizes several open source repos on YOLO based detection and tracking (using DeepSORT), in a crude and lazy manner, to serve as reference. Furthermore, it exposes a fundamental problem with detection and tracking. Detection is significantly better than tracking, and occlusion very easily seeps over time within a video.

Following are the models used in the repos: Models

Following are the resultant video output comparison.

No. Video Results Snapshot
1 Reference Video Screenshot from 2024-05-06 23-04-04
2 Video Output: occlusion 1_1 image
3 Video Output: occlusion 1_2 image
4 Video Output: occlusion 1_3 image
5 Videeo Output: occlusion 1_4 image
6 Video Output: occlusion 2 image
7 Video Output: occlusion 3_1 image
8 Video Output: occlusion 3_2 image
9 Video Output: occlusion 4 image
10 Video Output: occlusion 5 image
11 Video Output: occlusion 6 image
12 Video Output: occlusion 7 image
13 Video Output: occlusion 8_1 image
14 Video Output: occlusion 8_2 image
15 Video Output: occlusion 9 image
16 Video Output: occlusion 10 image
17 Video Output: occlusion 11 image

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