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Zero-shot Object Detection on MS-COCO (65/15)

23.5mAP (IoU=0.5)D^2Zero
11.95614.95317.9520.947Apr 14, 2021Sep 12, 2021Feb 10, 2022Jul 11, 2022Dec 9, 2022May 9, 2023Oct 7, 2023

Evaluation results

MethodLinks
D^2ZeroSemantic Embedding=CLIP2023.0523.573.970.766.6—
SeeDS2023.1020.666.56456.8—
ZSD-SC-ResolverIoU threshold=0.52022.1220.1———65.1
RRFS2023.1019.865.362.355.9—
SU2023.101954.45447—
ContrastZSDIoU threshold=0.52022.1218.6———59.5
SUZODIoU threshold=0.52022.1217.3———61.4
D^2ZeroSemantic Embedding=word2vector2023.0516.869.166.262.3—
ACS-ZSDIoU threshold=0.52022.1215.34———47.83
BLCIoU threshold=0.52022.1214.7———54.68
BLC2023.1014.757.254.751.2—
ZSI2021.0413.661.958.954.4—
ZSISemantic Embedding=word2vector2023.0513.661.958.954.4—
ZSDTRIoU threshold=0.52022.1213.2———60.3
BLC2021.0413.154.1851.6547.86—
BLCSemantic Embedding=word2vector2023.0513.154.1851.6547.86—
PL2021.0412.4—37.72——
PLIoU threshold=0.52022.1212.4———37.72
PLSemantic Embedding=word2vector2023.0512.4—37.72——
PL2023.1012.4—37.7——