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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 51–88 of 88 papers

TitleStatusHype
CAVL: Learning Contrastive and Adaptive Representations of Vision and Language—0
Trade-offs in Fine-tuned Diffusion Models Between Accuracy and InterpretabilityCode0
LIMITR: Leveraging Local Information for Medical Image-Text Representation—0
Investigating the Role of Attribute Context in Vision-Language Models for Object Recognition and Detection—0
Medical Phrase Grounding with Region-Phrase Context Contrastive Alignment—0
Learning to Exploit Temporal Structure for Biomedical Vision-Language ProcessingCode0
Similarity Maps for Self-Training Weakly-Supervised Phrase GroundingCode0
Extending Phrase Grounding with Pronouns in Visual DialoguesCode0
Detailed Annotations of Chest X-Rays via CT Projection for Report Understanding—0
Making the Most of Text Semantics to Improve Biomedical Vision--Language ProcessingCode0
Lite-MDETR: A Lightweight Multi-Modal Detector—0
Improving Pre-trained Vision-and-Language Embeddings for Phrase Grounding—0
Unsupervised Vision-Language Grammar Induction with Shared Structure Modeling—0
Grounding Plural Phrases: Countering Evaluation Biases by Individuation—0
Detector-Free Weakly Supervised Grounding by SeparationCode0
Disentangled Motif-aware Graph Learning for Phrase Grounding—0
Utilizing Every Image Object for Semi-supervised Phrase Grounding—0
Learning to ground medical text in a 3D human atlasCode0
Propagating Over Phrase Relations for One-Stage Visual Grounding—0
Neural Parameter Allocation SearchCode0
Phrase Grounding by Soft-Label Chain Conditional Random FieldCode0
Zero-Shot Grounding of Objects from Natural Language QueriesCode0
Language Features Matter: Effective Language Representations for Vision-Language Tasks—0
Modularized Textual Grounding for Counterfactual ResilienceCode0
Align2Ground: Weakly Supervised Phrase Grounding Guided by Image-Caption Alignment—0
Neural Sequential Phrase Grounding (SeqGROUND)—0
PIRC Net : Using Proposal Indexing, Relationships and Context for Phrase Grounding—0
Multi-level Multimodal Common Semantic Space for Image-Phrase GroundingCode0
Revisiting Image-Language Networks for Open-ended Phrase DetectionCode0
Dynamic Conditional Networks for Few-Shot Learning—0
Rethinking Diversified and Discriminative Proposal Generation for Visual GroundingCode0
Knowledge Aided Consistency for Weakly Supervised Phrase Grounding—0
Conditional Image-Text Embedding NetworksCode0
Query-guided Regression Network with Context Policy for Phrase Grounding—0
Multimodal Compact Bilinear Pooling for Visual Question Answering and Visual GroundingCode0
Learning Deep Structure-Preserving Image-Text Embeddings—0
Natural Language Object RetrievalCode0
Grounding of Textual Phrases in Images by ReconstructionCode0
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All datasetsFlickr30k Entities TestFlickr30kFlickr30k Entities DevReferItVisual Genome

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