D
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Rerouting Mitigation | D (test) | Gray-box ASR100 | 24 | |
| Dynamic Object Detection | D³ (Full) | Intra-scenario mAP22.5 | 20 | |
| Melanoma classification | D7c | AUROC62.5 | 16 | |
| Rerouting Detection | D (test) | Accuracy100 | 16 | |
| 3D Head Mesh Reconstruction | D (test) | CD0.0055 | 15 | |
| Sequential portfolio allocation | D full (frozen test) | Sharpe Ratio2.13 | 14 | |
| Dynamic Object Detection | D³ (Present) | mAP (Intra-scenario)23.7 | 10 | |
| Referring Expression Comprehension | D³ ABS v1.0 | Accuracy (s)26 | 10 | |
| Referring Expression Comprehension | D³ PRES v1.0 | Accuracy (short)21.9 | 10 | |
| Referring Expression Comprehension | D³ FULL v1.0 | Accuracy (Short)22.9 | 10 | |
| 3D Head Mesh Generation | D (test) | Chamfer Distance (CD)0.0061 | 9 | |
| Motion tracking | D small retargeted and filtered (train) | Empkpe45.45 | 7 | |
| Triplet extraction | D20b 14lap 2020 | Precision (%)61.41 | 6 | |
| 3D Gate Pose Estimation | D Real-world (test) | MSE XYZ (cm)44.7 | 5 | |
| Generative Correction of Physical Violations | D hard (test) | Optics Correction Success Rate96.4 | 5 | |
| Aspect-Based Sentiment Analysis | D 14lap 17 | AE (Aspect Extraction)83.52 | 5 | |
| Aspect-Based Sentiment Analysis | D17 14res | AE87.07 | 5 | |
| Aspect-Opinion Extraction | D 16res 2019 | Precision89.22 | 5 | |
| Aspect-Opinion Extraction | D 15res 2019 | Precision80.12 | 5 | |
| Aspect-Opinion Extraction | D19 14lap | Precision83.11 | 5 | |
| Nudity Removal | D_f (forget set) | Female Genitalia Count0 | 4 | |
| Malware Detection | D (test) | Accuracy96.5 | 3 | |
| QoS Prediction | D2.4 | Mean Absolute Error (MAE)2.8671 | 3 | |
| QoS Prediction | D 2.3 | MAE3.3071 | 3 | |
| QoS Prediction | D 2.2 | MAE3.5486 | 3 |
Showing 25 of 36 rows