SOTAVerified

Phrase Grounding

Given an image and a corresponding caption, the Phrase Grounding task aims to ground each entity mentioned by a noun phrase in the caption to a region in the image.

Source: Phrase Grounding by Soft-Label Chain Conditional Random Field

Papers

Showing 1–10 of 88 papers

TitleStatusHype
GLIPv2: Unifying Localization and Vision-Language UnderstandingCode4
Towards Visual Grounding: A SurveyCode3
OmDet: Large-scale vision-language multi-dataset pre-training with multimodal detection networkCode3
PG-Video-LLaVA: Pixel Grounding Large Video-Language ModelsCode2
MDETR - Modulated Detection for End-to-End Multi-Modal UnderstandingCode2
An Open and Comprehensive Pipeline for Unified Object Grounding and DetectionCode1
Enhancing Representation in Radiography-Reports Foundation Model: A Granular Alignment Algorithm Using Masked Contrastive LearningCode1
A Survey on Interpretable Cross-modal ReasoningCode1
Kosmos-2: Grounding Multimodal Large Language Models to the WorldCode1
DQ-DETR: Dual Query Detection Transformer for Phrase Extraction and GroundingCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GLIPv2R@187.7—Unverified
2FIBER-BR@187.4—Unverified
3GLIPR@187.1—Unverified
4PEVLR@184.4—Unverified
5MDETR-ENB5R@184.3—Unverified
6DIGNR@178.73—Unverified
7LCMCGR@176.74—Unverified
8Soft-Label Chain CRF (SL-CCRF)R@174.69—Unverified
9DDPN (ResNet-101)R@173.3—Unverified
10VisualBERTR@171.33—Unverified
#ModelMetricClaimedVerifiedStatus
1GBS Ensemble + 12-in-1Pointing Game Accuracy85.9—Unverified
2GbS Ensemble MS-COCOPointing Game Accuracy75.6—Unverified
3COCO_ELMo_PNASNetPointing Game Accuracy69.19—Unverified
#ModelMetricClaimedVerifiedStatus
1Fiber-BR@187.1—Unverified
2PEVLR@184.1—Unverified
3VisualBERTR@170.4—Unverified
#ModelMetricClaimedVerifiedStatus
1VG_BiLSTM_VGGPointing Game Accuracy62.76—Unverified
2GbS Ensemble MS-COCOPointing Game Accuracy58.21—Unverified
3MCBAccuracy28.91—Unverified
#ModelMetricClaimedVerifiedStatus
1GbS VGPointing Game Accuracy55.91—Unverified
2VG_ELMo_PNASNetPointing Game Accuracy55.16—Unverified
3GbS Ensemble MS-COCOPointing Game Accuracy54.55—Unverified