SOTAVerified

Referring expression generation

Generate referring expressions

Papers

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Showing 51–60 of 84 papers

TitleStatusHype
Non-neural Models Matter: A Re-evaluation of Neural Referring Expression Generation Systems—0
Obtaining referential word meanings from visual and distributional information: Experiments on object naming—0
OMEGA : A probabilistic approach to referring expression generation in a virtual environment—0
On The Feasibility of Open Domain Referring Expression Generation Using Large Scale Folksonomies—0
On the Robustness of Standalone Referring Expression Generation Algorithms Using RDF Data—0
Using Referring Expression Generation to Model Literary Style—0
Perspective-corrected Spatial Referring Expression Generation for Human-Robot Interaction—0
Reference production in human-computer interaction: Issues for Corpus-based Referring Expression Generation—0
Refer-iTTS: A System for Referring in Spoken Installments to Objects in Real-World Images—0
Referring Expression Generation and Comprehension via Attributes—0
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All datasetsColonINST-v1 (Seen)ColonINST-v1 (Unseen)

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ColonGPT (w/ LoRA, w/o extra data)Accuray99.96—Unverified
2LLaVA-v1.5 (w/ LoRA, w/ extra data)Accuray99.32—Unverified
3LLaVA-Med-v1.5 (w/ LoRA, w/o extra data)Accuray99.3—Unverified
4MGM-2B (w/o LoRA, w/ extra data)Accuray98.75—Unverified
5LLaVA-v1.5 (w/ LoRA, w/o extra data)Accuray98.58—Unverified
6MGM-2B (w/o LoRA, w/o extra data)Accuray98.17—Unverified
7MobileVLM-1.7B (w/ LoRA, w/ extra data)Accuray97.87—Unverified
8MobileVLM-1.7B (w/o LoRA, w/ extra data)Accuray97.78—Unverified
9LLaVA-Med-v1.0 (w/o LoRA, w/o extra data)Accuray97.74—Unverified
10LLaVA-Med-v1.0 (w/o LoRA, w/ extra data)Accuray97.35—Unverified
#ModelMetricClaimedVerifiedStatus
1LLaVA-Med-v1.5 (w/ LoRA, w/ extra data)Accuray70—Unverified
2LLaVA-v1 (w/ LoRA, w/ extra data)Accuray46.85—Unverified