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Incremental Object Detection on COCO 40-20 multi-step

52.9APYOLO-IOD
34.59639.34844.148.852Dec 28, 2025

Evaluation results

MethodLinks
YOLO-IODDetector=YOLO-Word(X), Example-replay=false, Incremental Phase=T22025.1252.9————
YOLO-IODDetector=YOLO-Word(X), Example-replay=false, Incremental Phase=T32025.1251.94.8———
RGRDetector=YOLO-Word(X), Example-replay=true, Incremental Phase=T22025.1251————
ERDDetector=YOLO-Word(X), Example-replay=false, Incremental Phase=T22025.1250————
RGRDetector=YOLO-Word(X), Example-replay=true, Incremental Phase=T32025.1248.610.8———
ERDDetector=YOLO-Word(X), Example-replay=false, Incremental Phase=T32025.1246.414.8———
GCDDetector=Grounding Dino, Example-replay=false, Incremental Phase=T32025.124423———
DCADetector=Deformable DETR, Example-replay=false, Incremental Phase=T22025.1242.7————
SDDGRDetector=Deformable DETR, Example-replay=true, Incremental Phase=T22025.1242.5————
SDDGRDetector=Deformable DETR, Example-replay=true, Incremental Phase=T32025.1241.112.5———
DCADetector=Deformable DETR, Example-replay=false, Incremental Phase=T32025.1240.314.2———
TLRDetector=GLIP-T, Example-replay=false, Incremental Phase=T32025.1237.332.4———
CL-DETRDetector=Deformable DETR, Example-replay=true, Incremental Phase=T32025.1235.324.8———
CL-DETR2025.10——63.758.354.1
DyQ-DETR2025.10——63.75755.7
ERD2025.10——63.754.548.6
GCD2025.10————60.4
LEA2025.10——75.36257.5
MD-DETRPre-trained=Objects3652025.10——7969.460.3
P2IODPre-trained=Objects3652025.10——79.671.368.8
SDDGR2025.10——68.662.659.5