SOTAVerified

Visual Relationship Detection

Visual relationship detection (VRD) is one newly developed computer vision task aiming to recognize relations or interactions between objects in an image. It is a further learning task after object recognition and is essential for fully understanding images, even the visual world.

Papers

Showing 76–82 of 82 papers

TitleStatusHype
Introduction to the 1st Place Winning Model of OpenImages Relationship Detection Challenge—0
Learning Structured Representations of Visual Scenes—0
Leveraging Auxiliary Text for Deep Recognition of Unseen Visual Relationships—0
Visual Relationship Detection Based on Guided Proposals and Semantic Knowledge Distillation—0
Visual Relationship Detection using Scene Graphs: A Survey—0
Natural Language Guided Visual Relationship Detection—0
NeSy4VRD: A Multifaceted Resource for Neurosymbolic AI Research using Knowledge Graphs in Visual Relationship Detection—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Yu et. al [[Yu et al.2017a]]R@10031.89—Unverified
2vrd-dsrR@10023.29—Unverified
3BLOCKR@10020.96—Unverified
4Dai et. al [[Dai, Zhang, and Lin2017]]R@10020.88—Unverified
5Liang et. al [[Liang, Lee, and Xing2017]]R@10020.79—Unverified
6Peyre et. al [[Peyre et al.2017]]R@10017.1—Unverified
7Zhang et. al [[Hanwang Zhang2017]]R@10015.2—Unverified
8Lu et. al [[Lu et al.2016]]R@10014.7—Unverified
#ModelMetricClaimedVerifiedStatus
1Yu et. al [[Yu et al.2017a]]R@10029.43—Unverified
2BLOCKR@10028.96—Unverified
3Dai et. al [[Dai, Zhang, and Lin2017]]R@10023.45—Unverified
4Liang et. al [[Liang, Lee, and Xing2017]]R@10022.6—Unverified
5Zhang et. al [[Hanwang Zhang2017]]R@10022.42—Unverified
6Peyre et. al [[Peyre et al.2017]]R@10019.5—Unverified
7Lu et. al [[Lu et al.2016]]R@10017.03—Unverified
#ModelMetricClaimedVerifiedStatus
1Yu et. al [[Yu et al.2017a]]R@10094.65—Unverified
2vrd-dsrR@10093.18—Unverified
3BLOCKR@10092.58—Unverified
4Dai et. al [[Dai, Zhang, and Lin2017]]R@10081.9—Unverified
5Peyre et. al [[Peyre et al.2017]]R@10052.6—Unverified
6Lu et. al [[Lu et al.2016]]R@10047.87—Unverified
7Zhang et. al [[Hanwang Zhang2017]]R@10044.76—Unverified
#ModelMetricClaimedVerifiedStatus
1PEVLR@10066.3—Unverified
#ModelMetricClaimedVerifiedStatus
1Ours - vR@50 k=115—Unverified