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 3140 of 88 papers

TitleStatusHype
A Joint Study of Phrase Grounding and Task Performance in Vision and Language ModelsCode0
A Survey on Interpretable Cross-modal ReasoningCode1
Catalog Phrase Grounding (CPG): Grounding of Product Textual Attributes in Product Images for e-commerce Vision-Language Applications0
Kosmos-2: Grounding Multimodal Large Language Models to the WorldCode1
Read, look and detect: Bounding box annotation from image-caption pairs0
ELVIS: Empowering Locality of Vision Language Pre-training with Intra-modal Similarity0
CAVL: Learning Contrastive and Adaptive Representations of Vision and Language0
Trade-offs in Fine-tuned Diffusion Models Between Accuracy and InterpretabilityCode0
LIMITR: Leveraging Local Information for Medical Image-Text Representation0
Investigating the Role of Attribute Context in Vision-Language Models for Object Recognition and Detection0
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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