1. REU Program 2019 Week 5
Alex Ruiz
Jyoti Kini

2. Weak-supervision based Multi-Object Tracking
Key-point Matching
Tracklet Association

3. Last Week’s Outline MOT16: A Benchmark for Multi-Object Tracking
MOT17Det Dataset Walkthrough
Results

4. This Week’s Outline Fine-tuning Model
Tracing a complete trajectory of an object
Upcoming Schedule

5. Fine-tuning Model Using the Pf-Pascal and MOT17 Datasets:
Part I: 5 Epochs/400 Image Size/16 Batch Size
Part II: 20 Epochs/400 Image Size/16 Batch Size
Only Using MOT17 Dataset (Upscaled Version Model):
Part I: 5 Epochs/640 Image Size/4 Batch Size
Part II: 5 Epochs/720 Image Size/4 Batch Size

6. Fine-tuning Model Using the Pf-Pascal and MOT17 Datasets:
Part I: 5 Epochs/400 Image Size/16 Batch Size

7. Pf-Pascal (5 Epochs/400 Image Size/16 Batch Size)

8. Mot17 (5 Epochs/400 Image Size/16 Batch Size)

9. Fine-tuning Model Using the Pf-Pascal and MOT17 Datasets:
Part II: 20 Epochs/400 Image Size/16 Batch Size

10. Pf-Pascal (20 Epochs/400 Image Size/16 Batch Size)

11. Mot17 (20 Epochs/400 Image Size/16 Batch Size)

12. Fine-tuning Model Only Using MOT17 Dataset (Currently Training):
Part I: 5 Epochs/640 Image Size/4 Batch Size
Part II: 5 Epochs/720 Image Size/4 Batch Size

13. Tracing a complete trajectory of an object

14. Upcoming Schedule
Mot qualitative and quantitative results for all videos
Mot qualitative and quantitative results for all videos (Upscale Model)
Research Paper: GMMCP Tracker

15. Thank You!