Benchmark for Anonymous Video Analytics - The Benchmark
Baseline algorithms
| Alias | Reference | Name | Person part | Localization | Count | Age | Gender | Implementation | |||
| Detection | Tracking | GPU | CPU | Code | |||||||
| A1 | [1] | RetinaFace | Face | ✓ | ✓ | ✓ | ✓ |  |
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| A2 | [2] | MTCNN | Face | ✓ | ✓ | ✓ | ✓ | |
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| A3 | [3] | DeepSORT | Person | ✓ | ✓ | ✓ | ✓ | |
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| A4 | [4] | TRMOT | Person | ✓ | ✓ | ✓ | |
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| A5 | [5] | FaceLib | Face | - | - | ✓ | ✓ | ✓ | ✓ | |
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| A6 | [6] | DEX | Face | - | - | ✓ | ✓ | ✓ | ✓ | |
|
Systems hardware specifications
| System 1 | System 2 | System 3 | System 4 | ||
 |
 |
 |
 |
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| CPU | Intel i5 | AMD R.5 | Intel Atom x7 | ARM | |
| GPU | GTX1660Ti | GTX1660Ti | Intel Gen9 HD | NVIDIA Pascal | |
| Memory [GB] | 32 | 32 | 8 | 8 | |
| Storage [GB] | 512 | 512 | 64 | 32 | |
| Consumption [W] | 450 | 450 | 18 | 7.5 | |
| OpenVINO (CPU) inference | ✓ | ✓ | |||
| NVIDIA (GPU) inference | ✓ | ✓ | ✓ |
Per-video performance scores
We show the per-video results of the (6) baseline algorithms benchmarked in (4) systems for the task of localization, count, and age and gender estimation in this pdf
.
Visual results
Visual results for the (4) benchmarked baseline localization/counting algorithms in the (4) benchmarked systems are shown below.
| System 1 (GPU) | ||||
|---|---|---|---|---|
| Sequence | Algorithm 1 | Algorithm 2 | Algorithm 3 | Algorithm 4 |
| Airport-1 | ||||
| Airport-2 | ||||
| Airport-3 | ||||
| Airport-4 | ||||
| Mall-1 | ||||
| Mall-2 | ||||
| Mall-3 | ||||
| Mall-4 | ||||
| Pedestrian-1 | ||||
| Pedestrian-2 | ||||
| Pedestrian-3 | ||||
| Pedestrian-4 | ||||
| Pedestrian-5 | ||||
| Subway-1 | ||||
| Subway-2 | ||||
| Subway-3 | ||||
| System 2 (GPU) | ||||
|---|---|---|---|---|
| Sequence | Algorithm 1 | Algorithm 2 | Algorithm 3 | Algorithm 4 |
| Airport-1 | ||||
| Airport-2 | ||||
| Airport-3 | ||||
| Airport-4 | ||||
| Mall-1 | ||||
| Mall-2 | ||||
| Mall-3 | ||||
| Mall-4 | ||||
| Pedestrian-1 | ||||
| Pedestrian-2 | ||||
| Pedestrian-3 | ||||
| Pedestrian-4 | ||||
| Pedestrian-5 | ||||
| Subway-1 | ||||
| Subway-2 | ||||
| Subway-3 | ||||
| System 3 (CPU) | ||||
|---|---|---|---|---|
| Sequence | Algorithm 1 | Algorithm 2 | Algorithm 3 | Algorithm 4 |
| Airport-1 | ||||
| Airport-2 | ||||
| Airport-3 | ||||
| Airport-4 | ||||
| Mall-1 | ||||
| Mall-2 | ||||
| Mall-3 | ||||
| Mall-4 | ||||
| Pedestrian-1 | ||||
| Pedestrian-2 | ||||
| Pedestrian-3 | ||||
| Pedestrian-4 | ||||
| Pedestrian-5 | ||||
| Subway-1 | ||||
| Subway-2 | ||||
| Subway-3 | ||||
| System 4 (GPU) | ||||
|---|---|---|---|---|
| Sequence | Algorithm 1 | Algorithm 2 | Algorithm 3 | Algorithm 4 |
| Airport-1 | ||||
| Airport-2 | ||||
| Airport-3 | ||||
| Airport-4 | ||||
| Mall-1 | ||||
| Mall-2 | ||||
| Mall-3 | ||||
| Mall-4 | ||||
| Pedestrian-1 | ||||
| Pedestrian-2 | ||||
| Pedestrian-3 | ||||
| Pedestrian-4 | ||||
| Pedestrian-5 | ||||
| Subway-1 | ||||
| Subway-2 | ||||
| Subway-3 | ||||
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