D3
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Object Detection | D3 | Full Score42 | 25 | |
| 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 | |
| Aspect-level sentiment classification | D3 | Accuracy81.3 | 9 | |
| Time-Domain Prediction | D3 | NMSE (dB)-15.52 | 6 | |
| Text-to-image generation | D3 (test) | LCM Text Alignment0.5236 | 5 | |
| Frequency-Domain Prediction | D3 | NMSE (dB)-9.03 | 5 | |
| People counting | D3 unseen environment full dataset (evaluation) | AP55 | 4 | |
| Underwater Image Restoration | D3 | ΔE0027.82 | 4 | |
| Referring Expression Segmentation | D3 (test) | gIoU58.5 | 4 | |
| CSI Reconstruction | D3 | NMSE (dB)-17.69 | 3 | |
| Smart Contract Auditing | D3 | Detection Rate31.36 | 3 | |
| Sociocultural clustering | D3 Binary | AUC (Overall)0.63 | 3 | |
| Device Type Identification | D3 (test) | Accuracy1 | 1 |
Showing 16 of 16 rows