DSEC
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Semantic Segmentation | DSEC (test) | mIoU74.94 | 16 | |
| Object Detection | DSEC Corrupted 1.0 (test) | Average mPC5069.5 | 15 | |
| Object Detection | DSEC (test) | mAP (Car)49.9 | 14 | |
| Event-based Semantic Segmentation | DSEC-Semantic (test) | Accuracy90.21 | 14 | |
| Semantic Segmentation | DSEC | mIoU75.1 | 13 | |
| Event Instance Segmentation | DSEC Detection | AP17.8 | 12 | |
| Object Detection | DSEC-DET (in-domain split) | mAP50:9529.1 | 11 | |
| 3D Object Detection | DSEC-3DOD | mAP (ALL)37.73 | 11 | |
| Event Part Segmentation | DSEC Part | AP18.3 | 10 | |
| Optical Flow Estimation | DSEC 11 (test) | EPE0.72 | 10 | |
| Optical Flow Estimation | DSEC Fast-motion real (test) | EPE0.58 | 9 | |
| Optical Flow Estimation | DSEC Slow-motion real (test) | EPE0.47 | 9 | |
| Depth Estimation | DSEC-Degraded Entire Image | EGE1.516 | 6 | |
| Depth Estimation | DSEC-Degraded Extreme Illumination Region | AbsRel0.233 | 6 | |
| Depth Estimation | DSEC-Degraded Normal Illumination Region | AbsRel0.402 | 6 | |
| Depth Estimation | DSEC-Degraded Entire Image (test) | EGE1.516 | 6 | |
| Depth Estimation | DSEC-Degraded Extreme Illumination Region (test) | AbsRel0.233 | 6 | |
| Depth Estimation | DSEC-Degraded Normal Illumination Region (test) | AbsRel0.402 | 6 | |
| Object Detection | Hard-DSEC-DET | mAP50:9521.5 | 5 | |
| Scene Flow | DSEC (Night) | EPE0.09 | 5 | |
| Scene Flow | DSEC (Day) | EPE0.084 | 5 | |
| Semantic Segmentation | DSEC-Semantic (test) | Accuracy0.8937 | 5 | |
| Semantic Segmentation | DSEC-Semantic supervised setting | Accuracy89.37 | 4 | |
| Optical Flow Estimation | DSEC (zurich_city_05_b and zurich_city_11_c) | EPE0.72 | 3 | |
| Optical Flow | DSEC zurich_city_15_a | Endpoint Error (EPE)1.5 | 2 |
Showing 25 of 34 rows