D3
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Object Detection | D3 | Full Score42 | 35 | |
| Classification | D3 | Mean Accuracy76.954 | 30 | |
| Spatio-temporal signal recovery | D3 | MAE7.993 | 18 | |
| Described Object Detection | D3 (Abs) | mAP31.5 | 16 | |
| Described Object Detection | D3 (Pres) | mAP32.9 | 16 | |
| Described Object Detection | D3 (Full) | mAP32.5 | 16 | |
| Described Object Detection | D3 XL | mAP25.4 | 14 | |
| Described Object Detection | D3 L | mAP31.3 | 14 | |
| Described Object Detection | D3 (M) | mAP35.3 | 14 | |
| Described Object Detection | D3 (S) | mAP35.5 | 14 | |
| Underwater Image Restoration | D3 | ΔE0019.64 | 13 | |
| PCB Routing | D3-A 99 Boards (Open-source) | CP Ratio100 | 11 | |
| Regression | D3 | Average Relative MSE0.023 | 11 | |
| PCB Routing | D3-B (10 Boards) | CP (Connection Points)100 | 10 | |
| Regression | D3 | RMSE0.31 | 10 | |
| Classification | D3 0.15 (test) | Mean Accuracy77.126 | 10 | |
| Diverse Object Detection | D3 (Inter-scenario) | mAP (FULL)5.7 | 10 | |
| Diverse Object Detection | D3 (Intra-scenario) | mAP (FULL)21.6 | 10 | |
| Visual Grounding | D3 (Inter-scenario) | APb (Full)2,100 | 10 | |
| Visual Grounding | D3 Intra-scenario | APb (Full)37.5 | 10 | |
| HDI Tensor Completion | D3 | MAE0.8483 | 9 | |
| Aspect-level sentiment classification | D3 | Accuracy81.3 | 9 | |
| Daily PM2.5 forecasting | D3 (Unmeasured locations) | RMSE0.49 | 7 | |
| Daily PM2.5 forecasting | D3 Measured locations | RMSE0.48 | 7 | |
| Long-horizon forecasting | D3 (PM2.5), H=50 | RMSE0.49 | 7 |
Showing 25 of 42 rows