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ResearchFormerly WizWand

Referring Expression Comprehension on RefGTA (test)

72.56AccuracyReCLIP w/o relations
2.432820.638938.84557.0511Apr 12, 2022
Updated 8mo ago

Evaluation results

MethodLinks
ReCLIP w/o relationsBackbone=Ensemble of RN50x16 and ViT-B/32, Proposals=Ground-truth (GT)2022.0472.56
ReCLIP w/o relationsBackbone=Ensemble of RN50x16 and ViT-B/32, Proposals=Detected proposals filtered to only people (DT-P)2022.0470.84
ReCLIPBackbone=Ensemble of RN50x16 and ViT-B/32, Proposals=Ground-truth (GT)2022.0470.79
ReCLIPBackbone=Ensemble of RN50x16 and ViT-B/32, Proposals=Detected proposals filtered to only people (DT-P)2022.0469.05
ReCLIPBackbone=Ensemble of RN50x16 and ViT-B/32, Proposals=Detected proposals (DT)2022.0461.38
ReCLIP w/o relationsBackbone=Ensemble of RN50x16 and ViT-B/32, Proposals=Detected proposals (DT)2022.0461.31
MDETRPretrained status=Not finetuned, Backbone=EfficientNet-B3, Proposals=None (End-to-End)2022.0456.6
CLIP GradCAMBackbone=Ensemble of RN50x16 and ViT-B/32, Proposals=Ground-truth (GT)2022.0451.53
UNITER-LargeFinetuning Dataset=RefCOCOg, Proposals=Ground-truth (GT)2022.0451.05
CLIP GradCAMBackbone=Ensemble of RN50x16 and ViT-B/32, Proposals=Detected proposals filtered to only people (DT-P)2022.0450.73
UNITER-LargeFinetuning Dataset=RefCOCO+, Proposals=Ground-truth (GT)2022.0450.6
UNITER-LargeFinetuning Dataset=RefCOCOg, Proposals=Detected proposals filtered to only people (DT-P)2022.0449.78
UNITER-LargeFinetuning Dataset=RefCOCO+, Proposals=Detected proposals filtered to only people (DT-P)2022.0448.3
MDETRFinetuning Dataset=RefCOCOg, Backbone=EfficientNet-B3, Proposals=None (End-to-End)2022.0439.13
MDETRFinetuning Dataset=RefCOCO+, Backbone=EfficientNet-B3, Proposals=None (End-to-End)2022.0439.02
CLIP GradCAMBackbone=Ensemble of RN50x16 and ViT-B/32, Proposals=Detected proposals (DT)2022.0434.51
UNITER-LargeFinetuning Dataset=RefCOCO+, Proposals=Detected proposals (DT)2022.0434.4
UNITER-LargeFinetuning Dataset=RefCOCOg, Proposals=Detected proposals (DT)2022.0428.31
RandomProposals=Ground-truth (GT)2022.0427.6
RandomProposals=Detected proposals filtered to only people (DT-P)2022.0421.75
RandomProposals=Detected proposals (DT)2022.045.13