Research graph
References from Wisdom is Knowledge Combined With Intellect: Knowledge-Embedded Hypergraph-of-Thought Reasoning for Visual Abductive Ratiocination. Local targets link to admitted publications; unresolved targets remain external evidence.
Two heads are better than one: Hypergraph-enhanced graph reasoning for visual event ratiocination
2021 · External reference
10.1109/cvpr52688.2022.01512
10.1109/cvpr52688.2022.01512 · External reference
10.18653/v1/2023.acl-long.254
10.18653/v1/2023.acl-long.254 · External reference
10.1109/tpami.2023.3268093
10.1109/tpami.2023.3268093 · External reference
10.1109/tpami.2023.3287837
10.1109/tpami.2023.3287837 · External reference
10.1109/tpami.2023.3284038
10.1109/tpami.2023.3284038 · External reference
10.1109/tpami.2019.2911066
10.1109/tpami.2019.2911066 · External reference
10.1109/tpami.2022.3148470
10.1109/tpami.2022.3148470 · External reference
10.1109/tpami.2019.2943456
10.1109/tpami.2019.2943456 · External reference
10.1109/tpami.2023.3277206
10.1109/tpami.2023.3277206 · External reference
10.1109/tpami.2021.3049156
10.1109/tpami.2021.3049156 · External reference
10.1007/978-3-031-20059-5_32
10.1007/978-3-031-20059-5_32 · External reference
10.1093/acprof:oso/9780199551330.003.0014
10.1093/acprof:oso/9780199551330.003.0014 · External reference
10.1109/wacv61041.2025.00800
10.1109/wacv61041.2025.00800 · External reference
10.18653/v1/d19-1514
10.18653/v1/d19-1514 · External reference
10.1007/978-3-030-58577-8_7
10.1007/978-3-030-58577-8_7 · External reference
Learning transferable visual models from natural language supervision
2021 · External reference
10.1145/3664647.3681244
10.1145/3664647.3681244 · External reference
10.1038/471566a
10.1038/471566a · External reference
10.1038/s42256-022-00478-4
10.1038/s42256-022-00478-4 · External reference
10.1007/978-3-031-10135-9
10.1007/978-3-031-10135-9 · External reference
10.1007/s11704-026-60308-3
10.1007/s11704-026-60308-3 · External reference
Multimodal research in vision and language: A review of current and emerging trends
2022 · External reference
10.1109/tpami.2023.3275156
10.1109/tpami.2023.3275156 · External reference
10.52202/068431-1800
10.52202/068431-1800 · External reference
Multimodal chain-of-thought reasoning in language models
2024 · External reference
10.18653/v1/2024.findings-naacl.183
10.18653/v1/2024.findings-naacl.183 · External reference
10.52202/075280-0517
10.52202/075280-0517 · External reference
10.1007/978-981-16-6054-2
10.1007/978-981-16-6054-2 · External reference
10.1007/978-981-99-0185-2
10.1007/978-981-99-0185-2 · External reference
10.24818/ida-ql/2019.5
10.24818/ida-ql/2019.5 · External reference
Faster r-CNN: Towards real-time object detection with region proposal networks
2015 · External reference
10.1109/cvpr.2017.634
10.1109/cvpr.2017.634 · External reference
10.1007/s11263-016-0981-7
10.1007/s11263-016-0981-7 · External reference
10.1109/cvpr.2019.00052
10.1109/cvpr.2019.00052 · External reference
Symbolic graph reasoning meets convolutions
2018 · External reference
Semi-supervised classification with graph convolutional networks
2017 · External reference
10.1609/aaai.v32i1.11604
10.1609/aaai.v32i1.11604 · External reference
10.1007/s10115-007-0114-2
10.1007/s10115-007-0114-2 · External reference
10.1609/aaai.v33i01.33013558
10.1609/aaai.v33i01.33013558 · External reference
Unresolved reference
2016 · External reference
10.1109/cvpr.2018.00745
10.1109/cvpr.2018.00745 · External reference
10.48550/arxiv.1312.4400
10.48550/arxiv.1312.4400 · External reference
10.1109/cvpr.2018.00813
10.1109/cvpr.2018.00813 · External reference
10.1109/iccv.2019.00068
10.1109/iccv.2019.00068 · External reference
10.1109/cvpr42600.2020.00406
10.1109/cvpr42600.2020.00406 · External reference
10.1109/skg.2016.020
10.1109/skg.2016.020 · External reference
10.1109/cvpr42600.2020.00377
10.1109/cvpr42600.2020.00377 · External reference
Parsing with compositional vector grammars
2013 · External reference
10.1145/219717.219748
10.1145/219717.219748 · External reference
Pointer sentinel mixture models
2017 · External reference
Google photo API
2023 · External reference
BLIP: Bootstrapping language-image pre-training for unified vision-language understanding and generation
2022 · External reference
10.1016/j.knosys.2023.111148
10.1016/j.knosys.2023.111148 · External reference
10.1109/tpami.2021.3137605
10.1109/tpami.2021.3137605 · External reference
10.24963/ijcai.2022/267
10.24963/ijcai.2022/267 · External reference
10.1145/3357384.3357871
10.1145/3357384.3357871 · External reference
Graph attention networks
2018 · External reference
Do transformers really perform badly for graph representation?
2021 · External reference
FiLM: Visual reasoning with a general conditioning layer
2018 · External reference
10.1145/3534678.3539121
10.1145/3534678.3539121 · External reference
GraphNorm: A principled approach to accelerating graph neural network training
2021 · External reference
10.18653/v1/2022.acl-long.438
10.18653/v1/2022.acl-long.438 · External reference
10.1109/tpami.2023.3280178
10.1109/tpami.2023.3280178 · External reference
BLIP-2: Bootstrapping language-image pre-training with frozen image encoders and large language models
2023 · External reference
An image is worth 16x16 words: Transformers for image recognition at scale
2021 · External reference
10.1109/cvpr.2009.5206848
10.1109/cvpr.2009.5206848 · External reference
Decoupled weight decay regularization
2019 · External reference
10.1007/978-3-319-10602-1_48
10.1007/978-3-319-10602-1_48 · External reference
10.18653/v1/p18-1238
10.18653/v1/p18-1238 · External reference
10.1109/cvpr46437.2021.00356
10.1109/cvpr46437.2021.00356 · External reference
Im2text: Describing images using 1 million captioned photographs
2011 · External reference
10.52202/068431-1833
10.52202/068431-1833 · External reference
Infonce loss provably learns cluster-preserving representations
2023 · External reference
10.1109/iccv48922.2021.00666
10.1109/iccv48922.2021.00666 · External reference
10.1017/cbo9780511802058
10.1017/cbo9780511802058 · 2000 · External reference
10.1109/wacv.2018.00097
10.1109/wacv.2018.00097 · External reference
10.1109/cvpr.2019.00331
10.1109/cvpr.2019.00331 · External reference
Bilinear attention networks
2018 · External reference
10.24963/ijcai.2020/153
10.24963/ijcai.2020/153 · External reference
10.1109/iccv.2017.285
10.1109/iccv.2017.285 · External reference
10.1016/j.inffus.2020.10.007
10.1016/j.inffus.2020.10.007 · External reference
Vilbert: Pretraining task-agnostic visiolinguistic representations for vision-and-language tasks
2019 · External reference
10.1109/cvpr46437.2021.01389
10.1109/cvpr46437.2021.01389 · External reference
10.1145/3394171.3413943
10.1145/3394171.3413943 · External reference
10.18653/v1/2020.findings-emnlp.44
10.18653/v1/2020.findings-emnlp.44 · External reference
Cross-modal knowledge reasoning for knowledge-based visual question answering
2020 · External reference
10.1145/3447548.3467285
10.1145/3447548.3467285 · External reference
UNIFIED-IO: A unified model for vision, language, and multi-modal tasks
2023 · External reference
Multi-modal answer validation for knowledge-based VQA
2022 · External reference
10.1109/tip.2023.3318949
10.1109/tip.2023.3318949 · External reference
Answering knowledge-based visual questions via the exploration of question purpose
2023 · External reference
Weakly-supervised visual-retriever-reader for knowledge-based question answering
2021 · External reference
10.1109/wacv56688.2023.00121
10.1109/wacv56688.2023.00121 · External reference
PaLI: A jointly-scaled multilingual language-image model
2023 · External reference
Reasoning over vision and language: Exploring the benefits of supplemental knowledge
2021 · External reference
10.1109/cvpr52688.2022.00501
10.1109/cvpr52688.2022.00501 · External reference
Image captioning for effective use of language models in knowledge-based visual question answering
2023 · External reference
10.1109/cvpr52688.2022.00503
10.1109/cvpr52688.2022.00503 · External reference
An empirical study of GPT-3 for few-shot knowledge-based VQA
2022 · External reference
10.1145/3503161.3547870
10.1145/3503161.3547870 · External reference
Language models are general-purpose interfaces
2022 · External reference
10.52202/075280-3155
10.52202/075280-3155 · External reference
Grounding multimodal large language models to the world
2024 · External reference
10.1145/3579051.3579053
10.1145/3579051.3579053 · External reference
10.52202/075280-2142
10.52202/075280-2142 · External reference
10.1109/iccv51070.2023.00277
10.1109/iccv51070.2023.00277 · External reference
10.52202/075280-1516
10.52202/075280-1516 · External reference
Aligning large multimodal models with factually augmented RLHF
2024 · External reference
MiniGPT-4: Enhancing vision-language understanding with advanced large language models
2023 · External reference
mPLUG-Owl: Modularization empowers large language models with multimodality
2023 · External reference
Shikra: Unleashing multimodal LLM’s referential dialogue magic
2023 · External reference
Qwen-VL: A versatile vision-language model for understanding, localization, text reading, and beyond
2023 · External reference
10.1109/cvpr52733.2024.01313
10.1109/cvpr52733.2024.01313 · External reference
MiniGPT-v2: Large language model as a unified interface for vision-language multi-task learning
2023 · External reference
10.1109/cvpr52733.2024.02506
10.1109/cvpr52733.2024.02506 · External reference
10.1109/cvpr52733.2024.01350
10.1109/cvpr52733.2024.01350 · External reference
Pythia v0.1: The winning entry to the VQA challenge 2018
2018 · External reference
10.1007/978-3-031-20059-5_38
10.1007/978-3-031-20059-5_38 · External reference
OFA: Unifying architectures, tasks, and modalities through a simple sequence-to-sequence learning framework
2022 · External reference
Language models are few-shot learners
2020 · External reference
Visual chain-of-thought prompting for knowledge-based visual reasoning
2024 · External reference
The art of SOCRATIC QUESTIONING: Recursive thinking with large language models
2023 · External reference
10.1007/978-3-031-20074-8_9
10.1007/978-3-031-20074-8_9 · External reference
10.1007/978-3-030-34372-9
10.1007/978-3-030-34372-9 · 2022 · External reference
10.1109/tkde.2009.191
10.1109/tkde.2009.191 · External reference
Fine-grained image captioning with CLIP reward
2022 · External reference
10.1145/3581783.3611987
10.1145/3581783.3611987 · External reference
Revisiting image captioning training paradigm via direct CLIP-based optimization
2024 · External reference
10.1109/cvpr.2015.7299087
10.1109/cvpr.2015.7299087 · External reference
10.3115/1073083.1073135
10.3115/1073083.1073135 · External reference
METEOR: An automatic metric for MT evaluation with improved correlation with human judgments
2005 · External reference
ROUGE: A package for automatic evaluation of summaries
2004 · External reference
CLIPScore: A reference-free evaluation metric for image captioning
2021 · External reference
10.1109/cvpr.2015.7298935
10.1109/cvpr.2015.7298935 · External reference
Show, attend and tell: Neural image caption generation with visual attention
2015 · External reference
How much can CLIP benefit vision-and-language tasks?
2022 · External reference
Language models can see: Plugging visual controls in text generation
2022 · External reference
Text-only training for image captioning using noise-injected CLIP
2022 · External reference
GIT: A generative image-to-text transformer for vision and language
2022 · External reference
