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ResearchFormerly WizWand

Object Detection on MS-COCO 48/17 (GZSL)

51.3GZSD All AP50ViLD*
11.46821.80932.1542.491Mar 20, 2022Apr 4, 2022Apr 20, 2022May 6, 2022May 21, 2022Jun 6, 2022Jun 22, 2022
Updated 8mo ago

Evaluation results

MethodLinks
ViLD*Architecture=Two-stage/Multi-stage, Detector category=Open-vocabulary2022.0351.3—59.52,760
ViLDBackbone=RN50-FPN, Box generator=COCO Base (48)2022.0651.3—59.527.6
MEDetBackbone=RN50-C4, Box generator=COCO Base (48)2022.0648—53.532.6
RegionCLIPBackbone=RN50-C4, Box generator=LVIS (1203)2022.0647.5—54.826.8
DeticBackbone=RN50-C4, Box generator=COCO Base (48)2022.0646.2—52.429.1
HierKDArchitecture=One-stage, Detector category=Open-vocabulary2022.0343.22,53051.32,030
HierKDBackbone=RN50-C4, Box generator=COCO Base (48)2022.0643.2—51.320.3
OVR-CNNBackbone=RN50-C4, Box generator=COCO Base (48)2022.0639.9—4622.8
Base-only (CLIP)2022.0639.3—48.71.3
BA-RPN*Architecture=Two-stage/Multi-stage, Detector category=Zero-shot2022.0335.61,14046.5483
OVR-CNNArchitecture=Two-stage/Multi-stage, Detector category=Open-vocabulary2022.0334.31,670——
BLCArchitecture=Two-stage/Multi-stage, Detector category=Zero-shot2022.0332.399042.1450
PL*Architecture=One-stage, Detector category=Zero-shot2022.0327.91,00035.9412
PLBackbone=RN50-FPN, Box generator=COCO Base (48)2022.0627.9—35.94.1
ZSD-YOLO*Architecture=One-stage, Detector category=Zero-shot2022.03271,34031.71,360
SBArchitecture=Two-stage/Multi-stage, Detector category=Zero-shot2022.0324.97029.231
WSDDN2022.0624.6—23.420.5
DESEArchitecture=Two-stage/Multi-stage, Detector category=Zero-shot2022.0322.15426.727
Cap2Det2022.0620.1—20.120.3
LABArchitecture=Two-stage/Multi-stage, Detector category=Zero-shot2022.03182720.822
DELOArchitecture=One-stage, Detector category=Zero-shot2022.031376013.8341