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 5160 of 88 papers

TitleStatusHype
Read, look and detect: Bounding box annotation from image-caption pairs0
Catalog Phrase Grounding (CPG): Grounding of Product Textual Attributes in Product Images for e-commerce Vision-Language Applications0
Investigating the Role of Attribute Context in Vision-Language Models for Object Recognition and Detection0
Enhancing the vision-language foundation model with key semantic knowledge-emphasized report refinement0
Unsupervised Vision-Language Grammar Induction with Shared Structure Modeling0
Utilizing Every Image Object for Semi-supervised Phrase Grounding0
ViCaS: A Dataset for Combining Holistic and Pixel-level Video Understanding using Captions with Grounded Segmentation0
Zero-Shot Medical Phrase Grounding with Off-the-shelf Diffusion ModelsCode0
A Joint Study of Phrase Grounding and Task Performance in Vision and Language ModelsCode0
Anatomical grounding pre-training for medical phrase groundingCode0
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Benchmark Results

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