MARINE DEBRIS COMPETITION

Interactive Roadmap v5

Strongest: Co-DINO 0.716520 · Running: Stable-DINO Swin-L · Next: RT-DETRv4-X

STATE · 11 AUG 2026
CompletedCurrentNext / futureOptionalBlocked / conditional

PAST

Completed with evidence

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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
09DEIM-D-FINE-X accepted baseline
10Stable-DINO R50 accepted baseline

CURRENT

Stable-DINO trains; RT-DETRv4 follows

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01Stable-DINO running → RT-DETRv4 nextTRAINING

STRONGEST · RUNNING · NEXT GPU HANDOFF

Co-DINO ViT-L + O365ACCEPTED CANONICAL · 0.716520
Stable-DINO Swin-L 384FULL TRAINING IN PROGRESS · EPOCH 5 VALIDATED
RT-DETRv4-XNEXT · TEACHER ARTIFACT READY
CPU preparation laneMI-DETR · D-FINE-X · FUTURE CANDIDATES

FUTURE

Prepare continuously, audit all, then specialize

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BASELINE QUEUE → FULL AUDIT → PARETO POOLS

01Candidate registry · evidence-driven queueREGISTRY + QUEUE

EXACT CANDIDATE REGISTRY · STATUS DOES NOT IMPLY EXECUTION

Accepted baselines · 5Co-DINO leads · DEIM · Corrected DINO · Stable-DINO R50 · RT-DETR R50
Stable-DINO Swin-LCURRENT · FULL TRAINING IN PROGRESS
RT-DETRv4-XNEXT · TEACHER ARTIFACT READY
CPU-prep candidatesMI-DETR Swin-Large · D-FINE-X · JUSTIFIED ADDITIONS
ParkedLW-DETR XLarge · RF-DETR-L · Mr. DETR · Relation-DETR
DeferredStable-DINO FocalNet-Huge · REVISIT ONLY IF JUSTIFIED
ExcludedRF-DETR XL / 2XL · DINOv3 final backbone · NON-OSI
02Full audit · all canonical models
03Pareto analysis → three pools

TARGETED BRANCHES → FINAL FREEZE → SUBMISSION

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