A curated list of scene graph generation and related tasks, inspired by awesome-computer-vision and awesome-action-recognition. :-)
For a list of papers on 2-D Scene Graph grouped in various methods, please visit Methods
Please feel free to send me pull requests or email (mqjyl2012@163.com) to add links.
Markdown format of paper list items:
- [Paper Name](link) - Author 1 _et al_, `Conference Year`. [[code]](link)- Scene Graph Generation
- Human-centric Relation
- Object Recognition
- Related High-level Scene Understanding Tasks
- Workshops
- Challenges
- 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. [code] - 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. [code] - 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. - 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. - Bridging Knowledge Graphs to Generate Scene Graphs - Alireza Zareian 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.
- Large-Scale Visual Relationship Understanding - Ji Zhang et al,
AAAI 2019. [code] - Learning to Compose Dynamic Tree Structures for Visual Contexts - Kaihua Tang et al,
CVPR 2019 Oral. [code] - 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. [code] - 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. [code] - Detecting Visual Relationships Using Box Attention - Alexander Kolesnikov et al,
ICCVW 2019. - Visual Relationships as Functions: Enabling Few-Shot Scene Graph Prediction - Apoorva Dornadula et al,
ICCVW 2019. - Attention-Translation-Relation Network for Scalable Scene Graph Generation - Nikolaos Gkanatsios et al,
ICCVW 2019. [code] - 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. - Visual Relationship Recognition via Language and Position Guided Attention - Hao Zhou, et al,
ICASSP 2019. - Relationship Detection Based on Object Semantic Inference and Attention Mechanisms - Liang Zhang et al,
ICMR 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. [code] - Soft Transfer Learning via Gradient Diagnosis for Visual Relationship Detection - Diqi Chen et al,
WACV 2019. - Compensating Supervision Incompleteness with Prior Knowledge in Semantic Image Interpretation - Ivan Donadello et al,
IJCNN 2019. [code] - Hierarchical Visual Relationship Detection - Xu Sun et al,
ACM MM 2019. - Visual Relationship Detection with Low Rank Non-Negative Tensor Decomposition - Mohammed Haroon Dupty et al,
arXiv 2019. - Relational Reasoning using Prior Knowledge for Visual Captioning - Jingyi Hou et al,
arXiv 2019. - Scene Graph Generation with External Knowledge and Image Reconstruction - Jiuxiang Gu et al,
CVPR 2019. [code] - 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. [code] - BLOCK: Bilinear Superdiagonal Fusion for Visual Question Answering and Visual Relationship Detection - Kaiyu Yang et al,
AAAI 2019. [code] - On Class Imbalance and Background Filtering in Visual Relationship Detection - Alessio Sarullo et al,
arXiv 2019. - Support Relation Analysis for Objects in Multiple View RGB-D Images - Peng Zhang et al,
IJCAIW QR 2019. - Improving Visual Relation Detection using Depth Maps - Sahand Sharifzadeh et al,
arXiv 2019. [code] - 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. [code] - Differentiable Scene Graphs - Moshiko Raboh et al,
ICCVW 2019. - Graphical Contrastive Losses for Scene Graph Parsing - Ji Zhang et al,
CVPR 2019. [code] - Generating Expensive Relationship Features from Cheap Objects - Xiaogang Wang et al,
BMVC 2019. - Neural Message Passing for Visual Relationship Detection - Yue Hu et al,
ICML LRG Workshop 2019. [code] - 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. - Visual relationship detection based on bidirectional recurrent neural network - Yibo Dai et al,
Multimedia Tools and Applications 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. - Learning Effective Visual Relationship Detector on 1 GPU - Yichao Lu et al,
arXiv 2019.
- Graph R-CNN for Scene Graph Generation - Jianwei Yang et al,
ECCV 2018. [code] - LinkNet_Relational Embedding for Scene Graph - Sanghyun Woo et al,
NIPS 2018. [code] - Generating Triples with Adversarial Networks for Scene Graph Construction - Matthew Klawonn et al,
AAAI 2018. - Scene Graph Generation Based on Node-Relation Context Module - Xin Lin et al,
ICONIP 2018. - Factorizable Net: An Efficient Subgraph-based Framework for Scene Graph Generation - Yikang Li et al,
ECCV 2018. [code] - Neural Motifs_Scene Graph Parsing with Global Context - Rowan Zellers et al,
CVPR 2018. [code] - Zoom-Net: Mining Deep Feature Interactions for Visual Relationship Recognition - Guojun Yin et al,
ECCV 2018. [code] - 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. [code] - Representation Learning for Scene Graph Completion via Jointly Structural and Visual Embedding - Hai Wan et al,
IJCAI 2018. [code] - Visual Relationship Detection Using Joint Visual-Semantic Embedding - Binglin Li et al,
ICPR 2018. - Object Relation Detection Based on One-shot Learning - Li Zhou et al,
arXiv 2018. - A Problem Reduction Approach for Visual Relationships Detection - Toshiyuki Fukuzawa et al,
ECCVW 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. [code] - Mapping Images to Scene Graphs with Permutation-Invariant Structured Prediction - Roei Herzig et al,
NIPS 2018. [code] - Learning Prototypes for Visual Relationship Detection - François Plesse et al,
CBMI 2018. - Visual Relationship Detection with Language prior and Softmax - Jaewon Jung et al,
IPAS 2018. [code] - 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. [code] - Region-Object Relevance-Guided Visual Relationship Detection - Yusuke Goutsu et al,
BMVC 2018. - Recurrent Visual Relationship Recognition with Triplet Unit for Diversity - Kento Masui et al,
IJSC 2018. - Deep Image Understanding Using Multilayered Contexts - Donghyeop Shin et al,
MPE 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. [code] - Scene Graph Generation from Objects, Phrases and Region Captions - Yikang Li et al,
ICCV 2017. [code] - 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. [code] - 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. [code] - 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. [code] - Detecting Visual Relationships with Deep Relational Networks - Bo Dai et al,
CVPR 2017. [code] - Pixels to Graphs by Associative Embedding - Alejandro Newell et al,
NIPS 2017. [code] - Relationship Proposal Networks - Ji Zhang et al,
CVPR 2017. - Weakly-Supervised Learning of Visual Relations - Julia Peyre et al,
ICCV 2017. [code] - PPR-FCN: Weakly Supervised Visual Relation Detection via Parallel Pairwise R-FCN - Hanwang Zhang et al,
ICCV 2017. [code] - Visual relationship detection with object spatial distribution - Yaohui Zhu et al,
ICME 2017. - On Support Relations and Semantic Scene Graphs - Michael Ying Yang et al,
ISPRS 2017. - Improving Visual Relationship Detection using Semantic Modeling of Scene Descriptions - Bryan A et al,
ISWC 2017. - Recurrent Visual Relationship Recognition with Triplet Unit - Kento Masui et al,
ISM 2017.
- Visual Relationship Detection with Language Priors - Cewu Lu et al,
ECCV 2016 Oral. [code] - 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. [code] - 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. [code]
- Learning 3D Semantic Scene Graphs from 3D Indoor Reconstructions - Johanna Wald et al,
CVPR 2020. - 3-D Scene Graph: A Sparse and Semantic Representation of Physical Environments for Intelligent Agents - Ue-Hwan Kim et al,
IEEE transactions on cybernetics 2019. [code] - 3D Scene Graph: A Structure for Unified Semantics, 3D Space, and Camera - Iro Armeni et al,
ICCV 2019. [code] - Visual Graphs from Motion (VGfM): Scene understanding with object geometry reasoning - Paul Gay et al,
ACCV 2018. [code]
- Scene Graph Parsing as Dependency Parsing - Yu-Siang Wang et al,
NAACL 2018. [code] - Scene Graph Parsing by Attention Graph - Martin Andrews et al,
NIPS 2018.
- Relationship Prediction for Scene Graph Generation - Uzair Navid Iftikhar et al,
2019. - Joint Learning of Scene Graph Generation and Reasoning for Visual Question Answering Mid-term report - Arka Sadhu et al,
2019. - Scene-Graph-Generation
- Joint Embeddings of Scene Graphs and Images - Eugene Belilovsky et al,
2020.
- 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] - UnRel : Weakly-Supervised Learning of Visual Relations - Julia Peyre et al,
ICCV 2017. [download] - SpatialVOC2K : SpatialVOC2K: A Multilingual Dataset of Images with Annotations and Features for Spatial Relations between Objects - Anja Belz et al,
INLG 2018. [download] - SpatialSense : SpatialSense: An Adversarially Crowdsourced Benchmark for Spatial Relation Recognition - Kaiyu Yang et al,
ICCV 2019. [download] - Visual and Linguistic Treebank : Image Description using Visual Dependency Representations - Desmond Elliott et al,
EMNLP 2013. [[download]] - ViSen : Combining geometric, textual and visual features for predicting prepositions in image descriptions - Arnau Ramisa et al,
EMNLP 2015. [[download]] - SynthRel0 : SynthRel0: Towards a Diagnostic Dataset for Relational Representation Learning - Daniel Dorda et al,
ICCVW 2019. [[download]]
- NYU Depth Dataset V2 : Indoor Segmentation and Support Inference from RGBD Images - Nathan Silberman et al,
ECCV 2012. [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]
- 3D Scene Graph Dataset : 3D Scene Graph: A Structure for Unified Semantics, 3D Space, and Camera - Iro Armeni et al,
ICCV 2019. [download] - Learning 3D Semantic Scene Graphs from 3D Indoor Reconstructions - Johanna Wald et al,
CVPR 2020. [download]
- Visual Relationship Prediction via Label Clustering and Incorporation of Depth Information - Hsuan-Kung Yang et al,
ECCVW 2018.
- VSGNet: Spatial Attention Network for Detecting Human Object Interactions Using Graph Convolutions - Oytun Ulutan et al,
CVPR 2020. [code] - Learning Human-Object Interaction Detection using Interaction Points - Tiancai Wang et al,
CVPR 2020. [code] - Detailed 2D-3D Joint Representation for Human-Object Interaction - Yong-Lu Li et al,
CVPR 2020. [code] - Cascaded Human-Object Interaction Recognition - Tianfei Zhou et al,
CVPR 2020. [code] - PPDM: Parallel Point Detection and Matching for Real-time Human-Object Interaction Detection - Yue Liao et al,
CVPR 2020. [code] - Detecting Human-Object Interactions via Functional Generalization - Ankan Bansal et al,
AAAI 2020. - Classifying All Interacting Pairs in a Single Shot - Sanaa Chafik et al,
WACV 2020. - Visual-Semantic Graph Attention Network for Human-Object Interaction Detection - Zhijun Liang et al,
ARXIV 2020. - Spatial Priming for Detecting Human-Object Interactions - Ankan Bansal et al,
ARXIV 2020. - GID-Net: Detecting Human-Object Interaction with Global and Instance Dependency - Dongming Yang et al,
ARXIV 2020.
- Reasoning About Human-Object Interactions Through Dual Attention Networks - Tete Xiao et al,
ICCV 2019. - Relation Parsing Neural Network for Human-Object Interaction Detection - Penghao Zhou et al,
ICCV 2019. - No-Frills Human-Object Interaction Detection: Factorization, Layout Encodings, and Training Techniques - Tanmay Gupta et al,
ICCV 2019. [code] - Pose-aware Multi-level Feature Network for Human Object Interaction Detection - Bo Wan et al,
ICCV 2019. [code] - Deep Contextual Attention for Human-Object Interaction Detection - Tiancai Wang et al,
ICCV 2019. - Understanding Human Gaze Communication by Spatio-Temporal Graph Reasoning - Lifeng Fan et al,
ICCV 2019. [code] - Holistic++ Scene Understanding: Single-view 3D Holistic Scene Parsing and Human Pose Estimation with Human-Object Interaction and Physical Commonsense - Yixin Chen et al,
ICCV 2019. [code] - Transferable Interactiveness Knowledge for Human-Object Interaction Detection - Yong-Lu Li et al,
CVPR 2019. [code] - Learning to Detect Human-Object Interactions with Knowledge - Bingjie Xu et al,
CVPR 2019. - Do Deep Neural Networks Model Nonlinear Compositionality in the Neural Representation of Human-Object Interactions? - Aditi Jha et al,
CCN 2019.
- Detecting and Recognizing Human-Object Interactions - Georgia Gkioxari et al,
CVPR 2018. - Learning Human-Object Interactions by Graph Parsing Neural Networks - Siyuan Qi et al,
ECCV 2018. [code] - Pairwise Body-Part Attention for Recognizing Human-Object Interactions - Hao-Shu Fang et al,
ECCV 2018. - Compositional Learning for Human Object Interaction - Keizo Kato et al,
ECCV 2018. [code] - iCAN: Instance-Centric Attention Network for Human-Object Interaction Detection - Chen Gao et al,
BMVC 2018. [code] - Interact as You Intend: Intention-Driven Human-Object Interaction Detection - Bingjie Xu et al,
TMM 2018. - Scaling Human-Object Interaction Recognition through Zero-Shot Learning - Liyue Shen et al,
WACV 2018. - Learning to Detect Human-Object Interactions - Yu-Wei Chao et al,
WACV 2018. [code]
- Fine-grained Event Learning of Human-Object Interaction with LSTM-CRF - Tuan Do et al,
ESANN 2017. - Learning Models for Actions and Person-Object Interactions with Transfer to Question Answering - Arun Mallya et al,
ECCV 2016. - Human Centred Object Co-Segmentation - Chenxia Wu et al,
ARXIV 2016. - HICO: A Benchmark for Recognizing Human-Object Interactions in Images - Yu-Wei Chao et al,
ICCV 2015. - Recognising Human-Object Interaction via Exemplar based Modelling - Jian-Fang Hu et al,
ICCV 2013. - Learning person-object interactions for action recognition in still images - Vincent Delaitre et al,
NIPS 2011. - Modeling Mutual Context of Object and Human Pose in Human-Object Interaction Activities - Bangpeng Yao et al,
CVPR 2010. - Discriminative models for static human-object interactions - Chaitanya Desai et al,
CVPRW 2010.
- Grounded Human-Object Interaction Hotspots from Video - Tushar Nagarajan et al,
ICCV 2019. [code] - iMapper: Interaction-guided Joint Scene and Human Motion Mapping from Monocular Videos - Aron Monszpart et al,
Siggraph 2019. - Causality Inspired Retrieval of Human-object Interactions from Video - Liting Zhou et al,
CBMI 2019. - Zero-Shot Generation of Human-Object Interaction Videos - Megha Nawhal et al,
ARXIV 2019. - Forecasting Human Object Interaction: Joint Prediction of Motor Attention and Egocentric Activity - Miao Liu et al,
ARXIV 2019. - Attend and Interact: Higher-Order Object Interactions for Video Understanding - Chih-Yao Ma et al,
CVPR 2018. - The "something something" video database for learning and evaluating visual common sense - Raghav Goyal et al,
ICCV 2017. [code] [code_v2]
- PIC 1.0 / 2.0 : [download]
- HOI-W : [download]
- HCVRD: HCVRD: A Benchmark for Large-Scale Human-Centered Visual Relationship Detection - Saurabh Gupta et al,
AAAI 2018. [download] - Verbs in COCO (V-COCO) : Visual Semantic Role Labeling - Saurabh Gupta et al,
ARXIV 2015. [download] - HICO : A Benchmark for Recognizing Human-Object Interactions in Images - Yu-Wei Chao et al,
ICCV 2015. [download] - TUHOI : A Benchmark for Recognizing Human-Object Interactions in Images - Dieu-Thu Le et al,
ACL 2014. [download] - 20BN-SOMETHING-SOMETHING : The "something something" video database for learning and evaluating visual common sense - Raghav Goyal et al,
ICCV 2017. [download]
- Learning visual relationship and context-aware attention for image captioning - Junbo Wang et al,
Pattern Recognition 2020. - Object Relational Graph with Teacher-Recommended Learning for Video Captioning - Ziqi Zhang et al,
CVPR 2020. - Say As You Wish: Fine-grained Control of Image Caption Generation with Abstract Scene Graphs - Shizhe Chen et al,
CVPR 2020. [code] - Joint Commonsense and Relation Reasoning for Image and Video Captioning - Jingyi Hou et al,
AAAI 2020. - Auto-Encoding Scene Graphs for Image Captioning - Xu Yang et al,
CVPR 2019. [code] - Dense Relational Captioning: Triple-Stream Networks for Relationship-Based Captioning - Dong-Jin Kim et al,
CVPR 2019. [code] - Visual Semantic Reasoning for Image-Text Matching - Kunpeng Li et al,
ICCV 2019. [code] - Unpaired Image Captioning via Scene Graph Alignments - Jiuxiang Gu et al,
ICCV 2019. [code] - Expressing Visual Relationships via Language - Hao Tan et al,
ACL 2019. [code] - On the Role of Scene Graphs in Image Captioning - Dalin Wang et al,
ACL 2019. - Adversarial Adaptation of Scene Graph Models for Understanding Civic Issues - Shanu Kumar et al,
WWW 2019. [code] - Aligning Linguistic Words and Visual Semantic Units for Image Captioning - Longteng Guo et al,
ACM MM 2019. [code] - Better Understanding Hierarchical Visual Relationship for Image Caption - Zheng-cong Fei et al,
NeurIPS 2019 workshop on New In ML. - Visual Relationship Embedding Network for Image Paragraph Generation - Wenbin Che et al,
TMM 2019. - Know More Say Less: Image Captioning Based on Scene Graphs - Xiangyang Li et al,
TMM 2019. - Visual Relationship Attention for Image Captioning - Zongjian Zhang et al,
IJCNN 2019. - Scene graph captioner: Image captioning based on structural visual representation - Ning Xu et al,
VCIR 2019. - Exploring Semantic Relationships for Image Captioning without Parallel Data - Fenglin Liu et al,
ICDM 2019. - TPsgtR: Neural-Symbolic Tensor Product Scene-Graph-Triplet Representation for Image Captioning - Chiranjib Sur et al,
ARXIV 2019. - Learning Visual Relation Priors for Image-Text Matching and Image Captioning with Neural Scene Graph Generators - Kuang-Huei Lee et al,
ARXIV 2019. - Relational Reasoning using Prior Knowledge for Visual Captioning - Jingyi Hou et al,
ARXIV 2019. - Exploring Visual Relationship for Image Captioning - Ting Yao et al,
ECCV 2018. - Paragraph Generation Network with Visual Relationship Detection - Wenbin Che et al,
ACM MM 2018. - Image Captioning with Scene-graph Based Semantic Concepts - Lizhao Gao et al,
ICMLC 2018. - Improved Image Description Via Embedded Object Structure Graph and Semantic Feature Matching - Li Ren et al,
ISM 2018. - Sports Video Captioning by Attentive Motion Representation based Hierarchical Recurrent Neural Networks - Mengshi Qi et al,
2018.
- Image Captioning and Visual Question Answering Based on Attributes and External Knowledge - Qi Wu et al,
TPAMI 2017. - SPICE: Semantic Propositional Image Caption Evaluation - Peter Anderson et al,
ECCV 2016. [code]
- MS COCO : Microsoft COCO: Common Objects in Context - Tsung-Yi Lin et al,
ECCV 2014. [download] - Flickr30K : Flickr30k Entities: Collecting Region-to-Phrase Correspondences for Richer Image-to-Sentence Models - Bryan A. Plummer et al,
IJCV 2017. [download] - Flickr8K : Framing Image Description as a Ranking Task: Data, Models and Evaluation Metrics - Micah Hodosh et al,
IJCAI 2013. [download] - Visual Genome : Visual Genome: Connecting Language and Vision Using Crowdsourced Dense Image Annotations - Ranjay Krishna et al,
IJCV 2016. [download] - IAPR TC-12 : The IAPR TC-12 Benchmark: A New Evaluation Resource for Visual Information Systems - Michael Grubinger et al,
International workshop onto Image 2006. [download]
- Cross-Modal Relationship Inference for Grounding Referring Expressions - Sibei Yang et al,
CVPR 2019. [code] - Relationship-Embedded Representation Learning for Grounding Referring Expressions - Sibei Yang et al,
TPAMI 2020. [code] - Referring Expression Comprehension with Semantic Visual Relationship and Word Mapping - Chao Zhang et al,
ACM MM 2019. - Learning to Relate from Captions and Bounding Boxes - Sarthak Garg et al,
ACL 2019. - Joint Visual Grounding with Language Scene Graphs - Daqing Liu et al,
ARXIV 2019. - Modeling Relationships in Referential Expressions With Compositional Modular Networks - Ronghang Hu et al,
CVPR 2017. [code] - Phrase Localization and Visual Relationship Detection With Comprehensive Image-Language Cues - Bryan A. Plummer et al,
ICCV 2017. [code]
- Graph-Structured Referring Expression Reasoning in The Wild - Sibei Yang et al,
CVPR 2020. [code] - Dynamic Graph Attention for Referring Expression Comprehension - Sibei Yang et al,
ICCV 2019. [code] - Grounding Referring Expressions in Images by Variational Context - Hanwang Zhang et al,
CVPR 2018. [code]
- RefCOCO and RefCOCO+ : Modeling Context in Referring Expressions - Licheng Yu et al,
ECCV 2016. [download]
- DualVD: An Adaptive Dual Encoding Model for Deep Visual Understanding in Visual Dialogue - Xiaoze Jiang et al,
AAAI 2020. [code] - Visual Query Answering by Entity-Attribute Graph Matching and Reasoning - Peixi Xiong et al,
CVPR 2019. - Relation-Aware Graph Attention Network for Visual Question Answering - Linjie Li et al,
ICCV 2019. [code] - Multi-interaction Network with Object Relation for Video Question Answering - Weike Jin et al,
ACM MM 2019. - CRA-Net: Composed Relation Attention Network for Visual Question Answering - Liang Peng et al,
ACM MM 2019. - An Empirical Study on Leveraging Scene Graphs for Visual Question Answering - Cheng Zhangs et al,
BMVC 2019. [code] - Generating Natural Language Explanations for Visual Question Answering using Scene Graphs and Visual Attention - Shalini Ghosh et al,
ARXIV 2019. - R-VQA: Learning Visual Relation Facts with Semantic Attention for Visual Question Answering - Pan Lu et al,
SIGKDD 2018. [code] - Scene Graph Reasoning with Prior Visual Relationship for Visual Question Answering - Zhuoqian Yang et al,
ARXIV 2018. - VisKE: Visual Knowledge Extraction and Question Answering by Visual Verification of Relation Phrases - Fereshteh Sadeghi et al,
CVPR 2015. [code]
- Image Question Answering using Convolutional Neural Network with Dynamic Parameter Prediction - Hyeonwoo Noh et al,
CVPR 2016. [code] - Ask Your Neurons: A Neural-based Approach to Answering Questions about Images - Mateusz Malinowski et al,
ICCV 2015.
- VQAv1 : VQA: Visual question answering - Aishwarya Agrawal et al,
ICCV 2015. [download] - VQAv2 : Making the V in VQA matter: Elevating the role of image understanding in Visual Question Answering - Yash Goyal et al,
CVPR 2017. [download] - COCO-QA : Image Question Answering: A Visual Semantic Embedding Model and a New Dataset - Mengye Ren et al,
ICML 2015. or Exploring Models and Data for Image Question Answering - Mengye Ren et al,NIPS 2015. [download]
- Differentiable Scene Graphs - Moshiko Raboh et al,
WACV 2020. - Language-Conditioned Graph Networks for Relational Reasoning - Ronghang Hu et al,
ICCV 2019. [code] - Explainable and Explicit Visual Reasoning over Scene Graphs - Jiaxin Shi et al,
CVPR 2019. [code] - Referring Relationships - Ranjay Krishna et al,
CVPR 2018. [code] - Broadcasting Convolutional Network for Visual Relational Reasoning - Simyung Chang et al,
ECCV 2018. - A Simple Neural Network Module for Relational Reasoning - Adam Santoro et al,
ARXIV 2017. [code]
- Object level Visual Reasoning in Videos - Fabien Baradel et al,
ECCV 2018. [code] - A simple neural network module for relational reasoning - Adam Santoro et al,
NIPS 2017. [code]
- GQA : GQA: A New Dataset for Real-World Visual Reasoning and Compositional Question Answering - Drew A. Hudson et al,
CVPR 2019. [download] - CLEVR : CLEVR: A Diagnostic Dataset for Compositional Language and Elementary Visual Reasoning - Justin Johnson et al,
CVPR 2017. [download] [code]
- PasteGAN: A Semi-Parametric Method to Generate Image from Scene Graph - Yikang Li et al,
NIPS 2019. [code] - Scene Graph Generation with External Knowledge and Image Reconstruction - Jiuxiang Gu et al,
CVPR 2019. [code] - Specifying Object Attributes and Relations in Interactive Scene Generation - Oron Ashual et al,
ICCV 2019. [code] - Triplet-Aware Scene Graph Embeddings - Brigit Schroeder et al,
ICCVW 2019. - Heuristics for Image Generation from Scene Graphs - Subarna Tripathi et al,
ICLR 2019. - Interactive Image Generation Using Scene Graphs - Gaurav Mittal et al,
ICLR 2019. - Visual-Relation Conscious Image Generation from Structured-Text - Duc Minh Vo et al,
ARXIV 2019. - Using Scene Graph Context to Improve Image Generation - Subarna Tripathi et al,
ARXIV 2019. - Learning Canonical Representations for Scene Graph to Image Generation - Roei Herzig et al,
ARXIV 2019. - Relationship-Aware Spatial Perception Fusion for Realistic Scene Layout Generation - Hongdong Zheng et al,
ARXIV 2019. - Image Generation from Scene Graphs - Justin Johnson et al,
CVPR 2018. [code]
- Image Generation From Small Datasets via Batch Statistics Adaptation - Atsuhiro Noguchi et al,
ICCV 2019. [code] - Text2Scene: Generating Compositional Scenes from Textual Descriptions - Fuwen Tan et al,
CVPR 2019. [code] - Unsupervised Cross-Domain Image Generation - Yaniv Taigman et al,
ICLR 2017 conference submission. [code] - Generative Visual Manipulation on the Natural Image Manifold - Jun-Yan Zhu et al,
ECCV 2016. [code] - Attribute2Image: Conditional Image Generation from Visual Attributes - Xinchen Yan et al,
ECCV 2016. [code]
- COCO : Microsoft COCO: Common objects in context - Tsung-Yi Lin et al,
ECCV 2014. [download]
- Cross-modal Scene Graph Matching for Relationship-aware Image-Text Retrieval - Sijin Wang et al,
WACV 2020. - Scene Graph based Image Retrieval -- A case study on the CLEVR Dataset - Sahana Ramnath et al,
ICCVW 2019. - Compact Scene Graphs for Layout Composition and Patch Retrieval - Subarna Tripathi et al,
CVPRW 2019. - Revisiting Visual Grounding - Erik Conser et al,
ACL 2019. - Learning visual features for relational CBIR - Nicola Messina et al,
MIR 2019. - Learning Relationship-aware Visual Features - Nicola Messina et al,
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VCIP 2017. - Representation Learning for Visual-Relational Knowledge Graphs - Daniel Oñoro-Rubio et al,
ARXIV 2017. - Image retrieval using scene graphs - Justin Johnson et al,
CVPR 2015. - Generating Semantically Precise Scene Graphs from Textual Descriptions for Improved Image Retrieval - Sebastian Schuster et al,
EMNLP 2015.
- Deep Learning of Binary Hash Codes for Fast Image Retrieval - Kevin Lin et al,
CVPRW 2015. [code] - Beyond instance-level image retrieval: Leveraging captions to learn a global visual representation for semantic retrieval - Albert Gordo et al,
CVPR 2017.
- PatternNet : PatternNet: A Benchmark Dataset for Performance Evaluation of Remote Sensing Image Retrieval - Weixun Zhou et al,
ISPRS 2018. [download] - Google landmark dataset (GLD) v1 : Large-Scale Image Retrieval with Attentive Deep Local Features - Hyeonwoo Noh et al,
ICCV 2017. [download] - Google landmark dataset (GLD) v2 : Google Landmarks Dataset v2 -- A Large-Scale Benchmark for Instance-Level Recognition and Retrieval - Tobias Weyand et al,
CVPR 2020. [download]
- Semantic Image Manipulation Using Scene Graphs - Helisa Dhamo et al,
CVPR 2020. - SOGNet: Scene Overlap Graph Network for Panoptic Segmentation - Yibo Yang et al,
AAAI 2020. [code] - ReLaText: Exploiting Visual Relationships for Arbitrary-Shaped Scene Text Detection with Graph Convolutional Networks - Chixiang Ma et al,
ARXIV 2020. - Event Detection with Relation-Aware Graph Convolutional Neural Networks - Shiyao Cui et al,
ARXIV 2020. - SceneGraphNet: Neural Message Passing for 3D Indoor Scene Augmentation - Yang Zhou et al,
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ICCV 2019. - PlanIT: planning and instantiating indoor scenes with relation graph and spatial prior networks - Kai Wang et al,
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NIPS 2018 ViGIL Workshop. - Learning object interactions and descriptions for semantic image segmentation - Guangrun Wang et al,
CVPR 2017. - Multi-Modal Knowledge Representation Learning via Webly-Supervised Relationships Mining - Fudong Nian et al,
ACM MM 2017. - Towards a Domain Specific Language for a Scene Graph based Robotic World Model - Sebastian Blumenthal et al,
DSLRob 2013.
- ECCV PIC 2018 Workshop : Person in Context Challenge
- ICCV SGRL 2019 Workshop : Scene Graph Representation and Learning
- ICCV PIC 2019 Workshop : Person in Context Challenge
- ICML LRG 2019 Workshop : Learning and Reasoning with Graph-Structured Representations
- VRU : ACM MM 2019 Video Relation Understanding (VRU) Challenge - Dataset
- PIC : Person in Context Challenge - Dataset - Baseline
To the extent possible under law, Youliang Jiang has waived all copyright and related or neighboring rights to this work.
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