13Pareto-relevant standalone variants
0.721625816best standalone local mAP50
0.7312659best standalone hidden
2completed 1280 controls
34object classes
| Rank | Variant | Resolution / augmentation | Local mAP50 | AIdea hidden | Status / why it matters |
|---|---|---|---|---|---|
| 1 | Co-DINO ViT-L + O365 · 1280 scale-control | 1280 · flip-only | 0.721625816 | 0.7312659 | COMPLETE · ACCEPTED · HIDDEN VERIFIED |
| 2 | RT-DETRv4-X · 1280 | 1280 · scale-control | 0.716606114 | 0.7189529 | COMPLETE · ACCEPTED · HIDDEN VERIFIED · tiny/crowd recall |
| 3 | Co-DINO ViT-L + O365 · 1024 | 1024 · historical control | 0.716519509 | 0.7183351 | COMPLETE · HISTORICAL CONTROL |
| 4 | MI-DETR Swin-L · 1024 | 1024 · RandomFlip-only | 0.715463918 | 0.7310095 | COMPLETE · ACCEPTED · HIDDEN VERIFIED |
| 5 | Mr. DETR Align Swin-L + O365 | accepted standalone | 0.690220713 | 0.7026255 | COMPLETE · complementary DETR family |
| 6 | Stable-DINO Swin-L | accepted standalone | 0.671015612 | 0.6976549 | COMPLETE · accepted |
| 7 | D-FINE-X + O365 | accepted standalone | 0.624520144 | — | PARETO · strong recall / FP trade-off |
| 8 | RF-DETR-L | accepted standalone | 0.614911187 | — | PARETO · future internal-MoE candidate |
| 9 | DEIMv2-L + DINOv3 | accepted standalone | 0.587074995 | — | PARETO · lower-cost trade-off |
| 10 | DEIM-D-FINE-X + O365 | accepted standalone | 0.563005103 | — | COMPLETE · accepted |
| 11 | Corrected DINO R50 | R50 · 4-scale | 0.561574311 | — | DIAGNOSTIC · low-resource role |
| 12 | Stable-DINO R50 | R50 · 4-scale | 0.540012673 | — | COMPLETE · accepted |
| 13 | RT-DETR R50 | R50 | 0.416151944 | — | DIAGNOSTIC · inference-speed role |
| Variant | Local canonical mAP50 | AIdea hidden | Interpretation |
|---|---|---|---|
| Co-DINO 1024 | 0.716519509 | 0.7183351 | accepted historical control |
| Co-DINO 1280 scale-control | 0.721625816 | 0.7312659 | +0.0051 local / approximately +0.01293 hidden |