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Referring expression generation

Generate referring expressions

Papers

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Showing 11–20 of 84 papers

Title	Date	Tasks	Status	Hype
Intrinsic Task-based Evaluation for Referring Expression Generation	Feb 12, 2024	Referring ExpressionReferring expression generation	—Unverified	0
MobileVLM : A Fast, Strong and Open Vision Language Assistant for Mobile Devices	Dec 28, 2023	AutoMLCPU	CodeCode Available	3
Enhancing Visual Grounding and Generalization: A Multi-Task Cycle Training Approach for Vision-Language Models	Nov 21, 2023	Image SegmentationLanguage Modelling	CodeCode Available	0
GLaMM: Pixel Grounding Large Multimodal Model	Nov 6, 2023	Conversational Question AnsweringImage Captioning	CodeCode Available	2
MiniGPT-v2: large language model as a unified interface for vision-language multi-task learning	Oct 14, 2023	Image ClassificationImage Description	CodeCode Available	7
Improved Baselines with Visual Instruction Tuning	Oct 5, 2023	Factual Inconsistency Detection in Chart CaptioningImage Classification	CodeCode Available	6
Collecting Visually-Grounded Dialogue with A Game Of Sorts	Sep 10, 2023	Coreference ResolutionImage Retrieval	CodeCode Available	0
Whether you can locate or not? Interactive Referring Expression Generation	Aug 19, 2023	Referring ExpressionReferring Expression Comprehension	CodeCode Available	0
Kosmos-2: Grounding Multimodal Large Language Models to the World	Jun 26, 2023	Image CaptioningIn-Context Learning	CodeCode Available	1
LLaVA-Med: Training a Large Language-and-Vision Assistant for Biomedicine in One Day	Jun 1, 2023	Image ClassificationInstruction Following	CodeCode Available	4

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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