D-FINE lineage
DEIM-D-FINE-X + Objects365 is the active production baseline run on RTX4090 after passing its fresh integration and production preflight gates.
RT-DETR lineage
RT-DETRv4-X is next in the core queue. Retain a short R101-O365 control only while it remains information-positive.
DINO lineage
Run Stable-DINO Swin-L versus DINO 5-scale Swin-L + Objects365 under a matched pilot, then give the full run only to the family winner.
DEIMv2
DEIMv2-X remains a representation-diversity option only if time and eligibility evidence justify it.
Co-DETR / Co-DINO
Co-DINO ViT-L + Objects365 completed 12 epochs and reproduced project mAP50 0.716519508806631 exactly. It is the strongest accepted baseline/reference currently, not a declaration of the final competition winner.
LW-DETR / RF-DETR
Keep LW-DETR-XLarge + Objects365, RF-DETR-L, and RF-DETR-2XL visible as separate candidates. Execution depends on license ruling, redundancy, and remaining time.