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ResearchFormerly WizWand

Referring Expression Comprehension on RefGTA (val)

71.66AccuracyReCLIP w/o relations
2.18820.22438.2656.296Apr 12, 2022
Updated 8mo ago

Evaluation results

MethodLinks
ReCLIP w/o relationsBackbone=Ensemble of RN50x16 and ViT-B/32, Proposals=Ground-truth (GT)2022.0471.66
ReCLIP w/o relationsBackbone=Ensemble of RN50x16 and ViT-B/32, Proposals=Detected proposals filtered to only people (DT-P)2022.0470.27
ReCLIPBackbone=Ensemble of RN50x16 and ViT-B/32, Proposals=Ground-truth (GT)2022.0469.84
ReCLIPBackbone=Ensemble of RN50x16 and ViT-B/32, Proposals=Detected proposals filtered to only people (DT-P)2022.0468.42
ReCLIP w/o relationsBackbone=Ensemble of RN50x16 and ViT-B/32, Proposals=Detected proposals (DT)2022.0460.98
ReCLIPBackbone=Ensemble of RN50x16 and ViT-B/32, Proposals=Detected proposals (DT)2022.0460.93
MDETRPretrained status=Not finetuned, Backbone=EfficientNet-B3, Proposals=None (End-to-End)2022.0454.91
CLIP GradCAMBackbone=Ensemble of RN50x16 and ViT-B/32, Proposals=Ground-truth (GT)2022.0451.9
CLIP GradCAMBackbone=Ensemble of RN50x16 and ViT-B/32, Proposals=Detected proposals filtered to only people (DT-P)2022.0451.03
UNITER-LargeFinetuning Dataset=RefCOCOg, Proposals=Ground-truth (GT)2022.0449.81
UNITER-LargeFinetuning Dataset=RefCOCO+, Proposals=Ground-truth (GT)2022.0449.57
UNITER-LargeFinetuning Dataset=RefCOCOg, Proposals=Detected proposals filtered to only people (DT-P)2022.0448.59
UNITER-LargeFinetuning Dataset=RefCOCO+, Proposals=Detected proposals filtered to only people (DT-P)2022.0447.52
MDETRFinetuning Dataset=RefCOCO+, Backbone=EfficientNet-B3, Proposals=None (End-to-End)2022.0438.49
MDETRFinetuning Dataset=RefCOCOg, Backbone=EfficientNet-B3, Proposals=None (End-to-End)2022.0438.29
UNITER-LargeFinetuning Dataset=RefCOCO+, Proposals=Detected proposals (DT)2022.0435.04
CLIP GradCAMBackbone=Ensemble of RN50x16 and ViT-B/32, Proposals=Detected proposals (DT)2022.0433.66
UNITER-LargeFinetuning Dataset=RefCOCOg, Proposals=Detected proposals (DT)2022.0427.58
RandomProposals=Ground-truth (GT)2022.0427.03
RandomProposals=Detected proposals filtered to only people (DT-P)2022.0421.53
RandomProposals=Detected proposals (DT)2022.044.86