MARINE DEBRIS COMPETITION

Interactive Roadmap v4

Current: Co-DINO accepted at 0.716520; DEIM-D-FINE-X production training is running on RTX4090

STATE · 10 AUG 2026
CompletedCurrentNext / futureOptionalBlocked / conditional

PAST

Completed with evidence

8
01RT-DETR R50 baseline
02DINO padding diagnosis
03DINO padding repair
04Corrected DINO R50
05Best-checkpoint verification
06RT-DETR vs DINO audit
07Successor literature audit
08Co-DINO canonical baseline

CURRENT

Active baseline training

1
01DEIM-D-FINE-X · production trainingCURRENT

CURRENT BASELINE STATE

Co-DINO ViT-LPASS · mAP50 0.716520
DEIM-D-FINE-XRUNNING · 24 epochs · BS4 · 1024
Other planned candidatesQUEUED · NOT YET EXECUTED

FUTURE

Performance first, lightweight last

7

BASELINES → SHARED AUDIT → TOP 1–3

01Model baselines · 10 exact candidatesNEXT

EXACT CANDIDATE REGISTRY · STATUS DOES NOT IMPLY EXECUTION

Co-DINO ViT-L + Objects365ACCEPTED · mAP50 0.716520
DEIM-D-FINE-X + Objects365TRAINING · RUNNING
RT-DETRv4-XQUEUED · NOT YET EXECUTED
RT-DETR R101-O365 controlQUEUED · CONDITIONAL CONTROL
Stable-DINO Swin-LQUEUED · NOT YET EXECUTED
DINO 5-scale Swin-L + Objects365QUEUED · NOT YET EXECUTED
DEIMv2-XQUEUED · TIME-DEPENDENT
LW-DETR-XLarge + Objects365QUEUED · TIME-DEPENDENT
RF-DETR-LQUEUED · CONDITIONAL
RF-DETR-2XLQUEUED · PENDING RULING
02Shared model audit
03Top 1–3 + targeted tuning

TUNING → CONDITIONAL / MoE → ENSEMBLE → FINAL

04Counterfactual augmentationCONDITIONAL
05Internal sparse MoEOPTIONAL
06Ensemble simplicity gate
07Final performance → lightweight track → submissionTWO OBJECTIVES