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Collaborative 3D Object Detection on DAIR-V2X (10% labeled data ratio)

65.9AP@50FlowAdapt
41.35647.72854.160.472Feb 12, 2026

Evaluation results

MethodLinks
FlowAdaptParameter=137,393/13,033,777 = 1.05%2026.0265.949.9
FlowAdapt†Parameter=95,694/12,992,078 = 0.74%2026.0263.847.2
CoPEFTParameter=111,270/13,007,654 = 0.86%2026.026141.8
MACPParameter=43,060/12,939,444 = 0.33%2026.0259.738.9
AdapterParameter=42,420/12,938,804 = 0.33%2026.0257.938
SSFParameter=5,780/12,902,164 = 0.04%2026.0251.828
Decoder onlyParameter=5,140/12,901,524 = 0.04%2026.0251.527.6
DUSAParameter=14,213,266/14,213,266 = 100.00%2026.0251.434
None (CoAlign baseline)Parameter=0/12,896,384 = 0.00%2026.0242.921.7
Scratch TrainingParameter=12,896,384/12,896,384 = 100.00%2026.0242.321