Marine Debris Roadmap v5

FUTURE · FINAL REGISTRY · ORGANIZER RULING APPLIED

Final Model Candidate Registry and Execution Queue

The registry preserves accepted, current, next, planned, parked, deferred, and excluded candidates while CPU preparation runs ahead of strictly serial RTX4090 work.

PROJECT MAP50 AUTHORITYCPU PREP PARALLELGPU EXECUTION SERIAL

Accepted baselines · ranked by project mAP50 only
Rank	Model	Project mAP50	Execution status
1	Co-DINO ViT-L + O365	0.716519509	ACCEPTED CANONICAL BASELINE
2	DEIM-D-FINE-X + O365	0.563005103	ACCEPTED BASELINE
3	Corrected DINO R50	0.561574311	ACCEPTED BASELINE
4	Stable-DINO R50	0.540012673	ACCEPTED BASELINE
5	RT-DETR R50	0.416151944	HISTORICAL ACCEPTED BASELINE

Current, next, and planned candidates
Candidate	Compliance	Execution state
Stable-DINO Swin-L 384 · 4-scale	LICENSE CLEARED	CURRENT · FULL TRAINING IN PROGRESS
RT-DETRv4-X + training-only DINOv3 teacher	CONDITIONAL — OFFLINE TEACHER ONLY	NEXT · TEACHER ARTIFACT READY · WAITING FOR GPU HANDOFF
MI-DETR Swin-Large-384	LICENSE CLEARED	CPU PREP CANDIDATE
D-FINE-X + Objects365	LICENSE CLEARED	CPU PREP CANDIDATE

Parked and deferred candidates
Candidate	Status	Reason
LW-DETR XLarge	PARKED — EXECUTION/HARNESS ISSUE	Recovery limit reached after CUDA compatibility work.
RF-DETR-L	PARKED — EXECUTION/HARNESS ISSUE	Prediction bridge / evidence-integrity issue.
Mr. DETR Align* Swin-L	PARKED — EXECUTION/HARNESS ISSUE	Source compatibility chain / recovery limit.
Relation-DETR FocalNet-L	PARKED — RTX4090 CAPACITY	Genuine RTX4090 BS1 capacity OOM.
Stable-DINO FocalNet-Huge	DEFERRED	Approximately 689M parameters; high RTX4090 capacity risk and poor opportunity-cost profile. Revisit only if Stable-DINO scaling evidence justifies it.

Permanently excluded candidates
Candidate class	Status	Basis
RF-DETR XL	EXCLUDED — PML 1.0	Custom non-OSI PML 1.0 license.
RF-DETR 2XL	EXCLUDED — PML 1.0	Custom non-OSI PML 1.0 license.
Any final detector using DINOv3 as backbone	EXCLUDED — DINOv3 BACKBONE	Organizer prohibits DINOv3 as final detector backbone.
Any pretrained model/data under custom restrictive licensing	EXCLUDED — NON-OSI	Organizer requires OSI-approved licensing.

Continuous baseline queue
Stage	Execution
CURRENT	Stable-DINO Swin-L canonical training; CPU preparation of future candidates.
NEXT	RT-DETRv4-X teacher equivalence → RTX4090 qualification → 58-epoch canonical training.
PLANNED	MI-DETR Swin-Large; D-FINE-X; other justified viable candidates.
DEFERRED	Stable-DINO FocalNet-Huge only if later Stable-DINO scaling evidence justifies the cost.
POST-BASELINE	Full shared audit of ALL canonical models → Pareto analysis → separate Tuning, Ensemble, and Internal-MoE pools.

Retained historical / variant registry entries
Candidate	State	Boundary
DEIMv2 · OSI student + offline DINOv3 teacher	VARIANT AUDIT REQUIRED	Potentially permitted; exact recipe provenance required before GPU work.
DEIMv2 · DINOv3 final backbone	EXCLUDED — DINOv3 BACKBONE	Organizer prohibition applies.
DINO 5-scale Swin-L + Objects365	HISTORICAL RESERVE	Retained for decision history; no active GPU allocation.
RT-DETR R101-O365 control	HISTORICAL RESERVE	Retained for decision history; no active GPU allocation.
RT-DETRv2 reserve	HISTORICAL RESERVE	Retained for decision history; no active GPU allocation.