| Coarse-to-Fine Vision-Language Pre-training with Fusion in the Backbone | Jun 15, 2022 | Described Object DetectionImage Captioning | CodeCode Available | 1 |
| PEVL: Position-enhanced Pre-training and Prompt Tuning for Vision-language Models | May 23, 2022 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| A Survivor in the Era of Large-Scale Pretraining: An Empirical Study of One-Stage Referring Expression Comprehension | Apr 17, 2022 | Data AugmentationReferring Expression | CodeCode Available | 1 |
| ReCLIP: A Strong Zero-Shot Baseline for Referring Expression Comprehension | Apr 12, 2022 | image-classificationImage Classification | CodeCode Available | 1 |
| SeqTR: A Simple yet Universal Network for Visual Grounding | Mar 30, 2022 | DecoderReferring Expression | CodeCode Available | 1 |
| Bottom Up Top Down Detection Transformers for Language Grounding in Images and Point Clouds | Dec 16, 2021 | Objectobject-detection | CodeCode Available | 1 |
| Referring Transformer: A One-step Approach to Multi-task Visual Grounding | Jun 6, 2021 | DecoderReferring Expression | CodeCode Available | 1 |
| MDETR -- Modulated Detection for End-to-End Multi-Modal Understanding | Apr 26, 2021 | Generalized Referring Expression ComprehensionPhrase Grounding | CodeCode Available | 1 |
| TransVG: End-to-End Visual Grounding with Transformers | Apr 17, 2021 | Referring Expression ComprehensionVisual Grounding | CodeCode Available | 1 |
| Unifying Vision-and-Language Tasks via Text Generation | Feb 4, 2021 | Conditional Text GenerationDecoder | CodeCode Available | 1 |
| TRAR: Routing the Attention Spans in Transformer for Visual Question Answering | Jan 1, 2021 | Question AnsweringReferring Expression | CodeCode Available | 1 |
| Large-Scale Adversarial Training for Vision-and-Language Representation Learning | Jun 11, 2020 | Image-text RetrievalQuestion Answering | CodeCode Available | 1 |
| Multi-task Collaborative Network for Joint Referring Expression Comprehension and Segmentation | Mar 19, 2020 | Generalized Referring Expression ComprehensionReferring Expression | CodeCode Available | 1 |
| UNITER: UNiversal Image-TExt Representation Learning | Sep 25, 2019 | Image-text matchingImage-text Retrieval | CodeCode Available | 1 |
| Talk2Car: Taking Control of Your Self-Driving Car | Sep 24, 2019 | Autonomous DrivingObject | CodeCode Available | 1 |
| VL-BERT: Pre-training of Generic Visual-Linguistic Representations | Aug 22, 2019 | Image-text matchingLanguage Modelling | CodeCode Available | 1 |
| A Fast and Accurate One-Stage Approach to Visual Grounding | Aug 18, 2019 | Referring ExpressionReferring Expression Comprehension | CodeCode Available | 1 |
| ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks | Aug 6, 2019 | Image RetrievalQuestion Answering | CodeCode Available | 1 |
| Explainable Neural Computation via Stack Neural Module Networks | Jul 23, 2018 | Decision MakingQuestion Answering | CodeCode Available | 1 |
| Compositional Attention Networks for Machine Reasoning | Mar 8, 2018 | Referring Expression ComprehensionVisual Question Answering (VQA) | CodeCode Available | 1 |
| Referring Expression Instance Retrieval and A Strong End-to-End Baseline | Jun 23, 2025 | Image RetrievalReferring Expression | —Unverified | 0 |
| Synthetic Visual Genome | Jun 9, 2025 | Referring ExpressionReferring Expression Comprehension | —Unverified | 0 |
| WeakMCN: Multi-task Collaborative Network for Weakly Supervised Referring Expression Comprehension and Segmentation | May 24, 2025 | Contrastive LearningReferring Expression | CodeCode Available | 0 |
| Beyond Object Categories: Multi-Attribute Reference Understanding for Visual Grounding | Mar 25, 2025 | AttributeObject | —Unverified | 0 |
| GeoRSMLLM: A Multimodal Large Language Model for Vision-Language Tasks in Geoscience and Remote Sensing | Mar 16, 2025 | Change DetectionImage Captioning | —Unverified | 0 |
