SOTAVerified

Referring expression generation

Generate referring expressions

Papers

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Showing 31–40 of 84 papers

TitleStatusHype
Enriching the E2E datasetCode0
Perspective-corrected Spatial Referring Expression Generation for Human-Robot Interaction—0
Visual Question Answering based on Local-Scene-Aware Referring Expression Generation—0
CoNAN: A Complementary Neighboring-based Attention Network for Referring Expression Generation—0
Generating Quantified Referring Expressions through Attention-Driven Incremental Perception—0
OMEGA : A probabilistic approach to referring expression generation in a virtual environment—0
Referring to what you know and do not know: Making Referring Expression Generation Models Generalize To Unseen Entities—0
Improving the Naturalness and Diversity of Referring Expression Generation models using Minimum Risk Training—0
Lessons from Computational Modelling of Reference Production in Mandarin and English—0
Fuzzy Logic for Vagueness Management in Referring Expression Generation—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