- Contextual Translation Embedding for Visual Relationship Detection and Scene Graph Generation - Zih-Siou Hung et al,
T-PAMI 2020. - Leveraging Auxiliary Text for Deep Recognition of Unseen Visual Relationships - Gal Sadeh Kenigsfield et al,
ICLR 2020. - Unbiased Scene Graph Generation from Biased Training - Kaihua Tang et al,
CVPR 2020. - Weakly Supervised Visual Semantic Parsing - Alireza Zareian et al,
CVPR 2020. - GPS-Net: Graph Property Sensing Network for Scene Graph Generation - Xin Lin et al,
CVPR 2020. - Deep Generative Probabilistic Graph Neural Networks for Scene Graph Generation - Mahmoud Khademi et al,
AAAI 2020. - PCPL: Predicate-Correlation Perception Learning for Unbiased Scene Graph Generation - Shaotian Yan et al,
MM 2020. - Memory-Based Network for Scene Graph with Unbalanced Relations - Weitao Wang et al,
MM 2020. - Part-Aware Interactive Learning for Scene Graph Generation - Hongshuo Tian et al,
MM 2020. - One-shot Scene Graph Generation - Yuyu Gao et al,
MM 2020. - HOSE-Net: Higher Order Structure Embedded Network for Scene Graph Generation - Meng Wei et al,
MM 2020. - Sketching Image Gist: Human-Mimetic Hierarchical Scene Graph Generation - Wenbin Wang et al,
ECCV 2020. - Learning Visual Commonsense for Robust Scene Graph Generation - Alireza Zareian et al,
ECCV 2020. - Bridging Knowledge Graphs to Generate Scene Graphs - Alireza Zareian et al,
ECCV 2020. - Unbiased Scene Graph Generation via Rich and Fair Semantic Extraction - Bin Wen et al,
ARXIV 2020. - Long-tail Visual Relationship Recognition with a Visiolinguistic Hubless Loss - Sherif Abdelkarim et al,
ARXIV 2020. - NODIS: Neural Ordinary Differential Scene Understanding - Cong Yuren et al,
ARXIV 2020. - AVR: Attention based Salient Visual Relationship Detection - Jianming Lv et al,
ARXIV 2020. - Exploring the Hierarchy in Relation Labels for Scene Graph Generation - Yi Zhou et al,
ARXIV 2020. - CogTree: Cognition Tree Loss for Unbiased Scene Graph Generation - Jing Yu et al,
ARXIV 2020.
- Large-Scale Visual Relationship Understanding - Ji Zhang et al,
AAAI 2019. - Learning to Compose Dynamic Tree Structures for Visual Contexts - Kaihua Tang et al,
CVPR 2019 Oral. - Counterfactual Critic Multi-Agent Training for Scene Graph Generation - Long Chen et al,
ICCV 2019 Oral. - On Exploring Undetermined Relationships for Visual Relationship Detection - Yibing Zhan et al,
CVPR 2019. - Exploring Context and Visual Pattern of Relationship for Scene Graph Generation - Wenbin Wang et al,
CVPR 2019. - Relationship-Aware Spatial Perception Fusion for Realistic Scene Layout Generation - Hongdong Zheng et al,
arXiv 2019. - The Limited Multi-Label Projection Layer - Brandon Amos et al,
arXiv 2019. - Attentive Relational Networks for Mapping Images to Scene Graphs - Mengshi Qi et al,
CVPR 2019. - Visual Spatial Attention Network for Relationship Detection - Chaojun Han, et al,
ACM MM 2019. - Visual Relation Detection with Multi-Level Attention - Sipeng Zheng, et al,
ACM MM 2019. - Natural Language Guided Visual Relationship Detection - Wentong Liao et al,
CVPR 2019. - Knowledge-Embedded Routing Network for Scene Graph Generation - Tianshui Chen et al,
CVPR 2019. - Hierarchical Visual Relationship Detection - Xu Sun et al,
ACM MM 2019. - Scene Graph Generation with External Knowledge and Image Reconstruction - Jiuxiang Gu et al,
CVPR 2019. - Attention-Translation-Relation Network for Scalable Scene Graph Generation - Nikolaos Gkanatsios et al,
ICCV 2019. - Detecting Unseen Visual Relations Using Analogies - Julia Peyre et al,
ICCV 2019. - VrR-VG: Refocusing Visually-Relevant Relationships - Yuanzhi Liang et al,
ICCV 2019. - SpatialSense: An Adversarially Crowdsourced Benchmark for Spatial Relation Recognition - Kaiyu Yang et al,
ICCV 2019. - BLOCK: Bilinear Superdiagonal Fusion for Visual Question Answering and Visual Relationship Detection - Kaiyu Yang et al,
AAAI 2019. - On Class Imbalance and Background Filtering in Visual Relationship Detection - Alessio Sarullo et al,
arXiv 2019. - Improving Visual Relation Detection using Depth Maps - Sahand Sharifzadeh et al,
arXiv 2019. - MR-NET: Exploiting Mutual Relation for Visual Relationship Detection - Yi Bin et al,
AAAI 2019. - Scene Graph Prediction with Limited Labels - Vincent S. Chen et al,
ICCV 2019. - Graphical Contrastive Losses for Scene Graph Parsing - Ji Zhang et al,
CVPR 2019. - Neural Message Passing for Visual Relationship Detection - Yue Hu et al,
ICML LRG Workshop 2019. - PANet: A Context Based Predicate Association Network for Scene Graph Generation - Yunian Chen et al,
ICME 2019. - Visual Relationship Detection with Relative Location Mining - Hao Zhou et al,
ACM MM 2019. - Exploring the Semantics for Visual Relationship Detection - Wentong Liao et al,
arXiv 2019. - Optimising the Input Image to Improve Visual Relationship Detection - Noel Mizzi et al,
arXiv 2019. - Deeply Supervised Multimodal Attentional Translation Embeddings for Visual Relationship Detection - Nikolaos Gkanatsios et al,
arXiv 2019.
- Graph R-CNN for Scene Graph Generation - Jianwei Yang et al,
ECCV 2018. - LinkNet_Relational Embedding for Scene Graph - Sanghyun Woo et al,
NIPS 2018. - Generating Triples with Adversarial Networks for Scene Graph Construction - Matthew Klawonn et al,
AAAI 2018. - Factorizable Net: An Efficient Subgraph-based Framework for Scene Graph Generation - Yikang Li et al,
ECCV 2018. - Neural Motifs_Scene Graph Parsing with Global Context - Rowan Zellers et al,
CVPR 2018. - Zoom-Net: Mining Deep Feature Interactions for Visual Relationship Recognition - Guojun Yin et al,
ECCV 2018. - Deep Structured Learning for Visual Relationship Detection - Yaohui Zhu et al,
AAAI 2018. - Tensorize, Factorize and Regularize: Robust Visual Relationship Learning - Seong Jae Hwang et al,
CVPR 2018. - Representation Learning for Scene Graph Completion via Jointly Structural and Visual Embedding - Hai Wan et al,
IJCAI 2018. - Object Relation Detection Based on One-shot Learning - Li Zhou et al,
arXiv 2018. - An Interpretable Model for Scene Graph Generation - Ji Zhang et al,
arXiv 2018. - Shuffle-Then-Assemble: Learning Object-Agnostic Visual Relationship Features - Xu Yang et al,
ECCV 2018. [code] - Visual Relationship Detection with Deep Structural Ranking - Kongming Liang et al,
AAAI 2018. - Mapping Images to Scene Graphs with Permutation-Invariant Structured Prediction - Roei Herzig et al,
NIPS 2018. - Visual Relationship Detection Based on Guided Proposals and Semantic Knowledge Distillation - François Plesse et al,
ICME 2018. - Context-Dependent Diffusion Network for Visual Relationship Detection - Zhen Cui et al,
ACM MM 2018. - Scene Graph Generation via Conditional Random Fields - Weilin Cong et al,
arXiv 2018.
- Scene Graph Generation by Iterative Message Passing - Danfei Xu et al,
CVPR 2017. - Scene Graph Generation from Objects, Phrases and Region Captions - Yikang Li et al,
ICCV 2017. - ViP-CNN: Visual Phrase Guided Convolutional Neural Network - Yikang Li et al,
CVPR 2017. - Detecting Visual Relationships with Deep Relational Networks - Bo Dai et al,
CVPR 2017. - Towards Context-Aware Interaction Recognition for Visual Relationship Detection - Bohan Zhuang et al,
ICCV 2017. - Phrase Localization and Visual Relationship Detection with Comprehensive Image-Language Cues - Bryan A et al,
ICCV 2017. - Deep Variation-Structured Reinforcement Learning for Visual Relationship and Attribute Detection - Xiaodan Liang et al,
CVPR 2017. [code] - Visual Relationship Detection with Internal and External Linguistic Knowledge Distillation - Ruichi Yu et al,
ICCV 2017. - Visual Translation Embedding Network for Visual Relation Detection - Hanwang Zhang et al,
CVPR 2017. - Detecting Visual Relationships with Deep Relational Networks - Bo Dai et al,
CVPR 2017. - Relationship Proposal Networks - Ji Zhang et al,
CVPR 2017. - Weakly-Supervised Learning of Visual Relations - Julia Peyre et al,
ICCV 2017. - PPR-FCN: Weakly Supervised Visual Relation Detection via Parallel Pairwise R-FCN - Hanwang Zhang et al,
ICCV 2017.
- Visual Relationship Detection with Language Priors - Cewu Lu et al,
ECCV 2016 Oral. - Recognition using visual phrases - Mohammad Amin Sadeghi et al,
CVPR 2011.
- Video Relationship Reasoning using Gated Spatio-Temporal Energy Graph - Yao-Hung Hubert Tsai et al,
CVPR 2019. - Video Relation Detection with Spatio-Temporal Graph - Xufeng Qian et al,
ACM MM 2019. - Video Visual Relation Detection via Multi-modal Feature Fusion - Xu Sun et al,
ACM MM 2019. - Relation Understanding in Videos - Sipeng Zheng et al,
ACM MM 2019. - Annotating Objects and Relations in User-Generated Videos - Xindi Shang et al,
ICMR 2019. - Relation Understanding in Videos: A Grand Challenge Overview - Xindi Shang et al,
ACM MM 2019. - Action Genome: Actions as Composition of Spatio-temporal Scene Graphs - Jingwei Ji et al,
arXiv 2019. - Video Visual Relation Detection - Xindi Shang et al,
ACM MM 2017.
- Visual Genome : Visual Genome: Connecting Language and Vision Using Crowdsourced Dense Image Annotations - Ranjay Krishna et al,
IJCV 2016. [download] - VRD : Visual Relationship Detection with Language Priors - Cewu Lu et al,
ECCV 2016 Oral. [download] - Open Images : The open images dataset v4: Unified image classification, object detection, and visual relationship detection at scale - Alina Kuznetsova et al,
IJCV 2018. [download] - Scene Graph : Image Retrieval using Scene Graphs - Justin Johnson et al,
CVPR 2015. [download] - Visual Phrases : Recognition Using Visual Phrases - Ali Farhadi et al,
CVPR 2011. [download] - VrR-VG : VrR-VG: Refocusing Visually-Relevant Relationships - Yuanzhi Liang et al,
ICCV 2019. [download]
- VidVRD : Video Visual Relation Detection - Xindi Shang et al,
ACM MM 2017. [download] - VidOR dataset : Annotating Objects and Relations in User-Generated Videos - Xindi Shang et al,
ACM MM 2019. [download]
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Recall@K (R@K) :
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No Graph Constraint Recall@K (ng-R@K)
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Mean Recall@K (mR@K)
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Zero Shot Recall@K (zR@K)
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Top@K Accuracy