Real Time Instance Segmentation On Mscoco
Metrics
AP50
AP75
APL
APM
APS
Frame (fps)
mask AP
Results
Performance results of various models on this benchmark
Comparison Table
| Model Name | AP50 | AP75 | APL | APM | APS | Frame (fps) | mask AP |
|---|---|---|---|---|---|---|---|
| yolact-real-time-instance-segmentation | 46.6 | 29.2 | 44.8 | 29.3 | 9.2 | 33.3 (Titan Xp) | 28.2 |
| yolact-better-real-time-instance-segmentation | 53.8 | 36.9 | 55.1 | 36.8 | 11.9 | 27.3 (Titan Xp) | 34.6 |
| sparse-instance-activation-for-real-time | 59.2 | 40.2 | 56.9 | 39.4 | 15.7 | 40 (2080 Ti) | 37.9 |
| rtmdet-an-empirical-study-of-designing-real | - | - | - | - | - | - | - |
| rtmdet-an-empirical-study-of-designing-real | - | - | - | - | - | - | - |
| rtmdet-an-empirical-study-of-designing-real | - | - | - | - | - | - | - |
| mask-aware-iou-for-anchor-assignment-in-real | 59.4 | 39.9 | 52.5 | 40.8 | 18.1 | 25 (Tesla V100) | 37.7 |
| sipmask-spatial-information-preservation-for | 55.6 | 37.6 | 56.8 | 38.3 | 11.2 | 27.0 (Titan Xp) | 35.4 |
| sipmask-spatial-information-preservation-for | 51.9 | 32.3 | 49.8 | 33.6 | 9.2 | 41.7 (Titan Xp) | 31.2 |
| mask-aware-iou-for-anchor-assignment-in-real | 56.2 | 37.1 | 51.4 | 38.0 | 14.7 | 30 (Tesla V100) | 35.2 |
| sipmask-spatial-information-preservation-for | 53.4 | 34.3 | 54.0 | 35.6 | 9.3 | 31.3 (Titan Xp) | 32.8 |
| rtmdet-an-empirical-study-of-designing-real | - | - | - | - | - | - | - |
| blendmask-top-down-meets-bottom-up-for | - | - | - | - | - | 33.3 | 35.2 |
| solov2-dynamic-faster-and-stronger | 57.7 | 39.7 | - | - | - | 31.3 | 37.1 |
| Model 15 | - | - | - | - | - | 10 | 41.4 |
| Model 16 | - | - | - | - | - | 5 | 34.6 |
| centermask-real-time-anchor-free-instance-1 | - | - | 48.7 | 34.7 | 12.9 | - | 32.9 |
| Model 18 | - | - | - | - | - | 12 | 39.6 |
| sparse-instance-activation-for-real-time | 56.5 | 37.7 | 57.0 | 37.1 | 12.3 | 58.5 (2080 Ti) | 35.9 |
| Model 20 | - | - | - | - | - | 8 | 40.2 |
| yolact-real-time-instance-segmentation | 42.0 | 25.4 | 45.0 | 25.3 | 5.0 | 45.3 (Titan Xp) | 24.9 |
| Model 22 | - | - | - | - | - | 172.7 | 29.5 |