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Referring expression generation

Generate referring expressions

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 11–20 of 84 papers

Title	Date	Tasks	Status	Hype
Uni-Med: A Unified Medical Generalist Foundation Model For Multi-Task Learning Via Connector-MoE	Sep 26, 2024	image-classificationImage Classification	CodeCode Available	1
Multi-modal Instruction Tuned LLMs with Fine-grained Visual Perception	Mar 5, 2024	Language ModelingLanguage Modelling	CodeCode Available	1
Kosmos-2: Grounding Multimodal Large Language Models to the World	Jun 26, 2023	Image CaptioningIn-Context Learning	CodeCode Available	1
Modeling Context in Referring Expressions	Jul 31, 2016	Referring ExpressionReferring expression generation	CodeCode Available	1
Vision-Language Models Are Not Pragmatically Competent in Referring Expression Generation	Apr 22, 2025	Referring ExpressionReferring expression generation	CodeCode Available	0
Grounding Language in Multi-Perspective Referential Communication	Oct 4, 2024	Referring ExpressionReferring expression generation	CodeCode Available	0
Referring Expression Generation in Visually Grounded Dialogue with Discourse-aware Comprehension Guiding	Sep 9, 2024	Image RetrievalReferring Expression	CodeCode Available	0
Resilience through Scene Context in Visual Referring Expression Generation	Apr 18, 2024	Referring ExpressionReferring expression generation	CodeCode Available	0
Intrinsic Task-based Evaluation for Referring Expression Generation	Feb 12, 2024	Referring ExpressionReferring expression generation	—Unverified	0
Enhancing Visual Grounding and Generalization: A Multi-Task Cycle Training Approach for Vision-Language Models	Nov 21, 2023	Image SegmentationLanguage Modelling	CodeCode Available	0

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All datasets ColonINST-v1 (Seen)ColonINST-v1 (Unseen)

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	ColonGPT (w/ LoRA, w/o extra data)	Accuray	99.96	—	Unverified
2	LLaVA-v1.5 (w/ LoRA, w/ extra data)	Accuray	99.32	—	Unverified
3	LLaVA-Med-v1.5 (w/ LoRA, w/o extra data)	Accuray	99.3	—	Unverified
4	MGM-2B (w/o LoRA, w/ extra data)	Accuray	98.75	—	Unverified
5	LLaVA-v1.5 (w/ LoRA, w/o extra data)	Accuray	98.58	—	Unverified
6	MGM-2B (w/o LoRA, w/o extra data)	Accuray	98.17	—	Unverified
7	MobileVLM-1.7B (w/ LoRA, w/ extra data)	Accuray	97.87	—	Unverified
8	MobileVLM-1.7B (w/o LoRA, w/ extra data)	Accuray	97.78	—	Unverified
9	LLaVA-Med-v1.0 (w/o LoRA, w/o extra data)	Accuray	97.74	—	Unverified
10	LLaVA-Med-v1.0 (w/o LoRA, w/ extra data)	Accuray	97.35	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LLaVA-Med-v1.5 (w/ LoRA, w/ extra data)	Accuray	70	—	Unverified
2	LLaVA-v1 (w/ LoRA, w/ extra data)	Accuray	46.85	—	Unverified