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Object Detection on MS-COCO Generalized (Novel)

31.5mAP50Mask-free OVIS
-0.93767.483715.90524.3263Mar 29, 2023

Evaluation results

MethodLinks
Mask-free OVISProposal Generator=WSPN COCObase, Language Supervision=Image-labels in CB ∪ CN, Base Annotation=✓2023.0331.5
PB-OVDProposal Generator=RCNN COCObase, Language Supervision=Image-caption in CB ∪ CN, Base Annotation=✓2023.0330.7
DeticProposal Generator=RPN COCObase, Language Supervision=Image-caption in CB ∪ CN, Base Annotation=✓2023.0327.8
ViLDProposal Generator=RPN COCObase, Language Supervision=CLIP image-text pair CΩ, Base Annotation=✓2023.0327.6
Mask-free OVISProposal Generator=WSPN COCObase, Language Supervision=Image-labels in CB ∪ CN, Base Annotation=✗2023.0327.4
XPMProposal Generator=RPN COCObase, Language Supervision=Image-caption in CB ∪ CN, Base Annotation=✓2023.0327
RegionCLIPProposal Generator=RPN LVISbase, Language Supervision=Conceptual caption CΩ, Base Annotation=✓2023.0326.8
CLIP-RPNProposal Generator=RPN COCObase, Language Supervision=CLIP image-text pair CΩ, Base Annotation=✓2023.0326.3
OV-RCNNProposal Generator=RPN COCObase, Language Supervision=Image-caption in CB ∪ CN, Base Annotation=✓2023.0322.8
Cap2DetProposal Generator=-, Language Supervision=Image-labels in CB ∪ CN, Base Annotation=✗2023.0320.3
WSDDNProposal Generator=-, Language Supervision=Image-labels in CB ∪ CN, Base Annotation=✗2023.0319.7
PLProposal Generator=RPN COCObase, Language Supervision=-, Base Annotation=✓2023.034.12
DELOProposal Generator=RPN COCObase, Language Supervision=-, Base Annotation=✓2023.033.41
SBProposal Generator=RPN COCObase, Language Supervision=-, Base Annotation=✓2023.030.31