| StepGame: A New Benchmark for Robust Multi-Hop Spatial Reasoning in Texts | Apr 18, 2022 | Question AnsweringSpatial Reasoning | CodeCode Available | 1 | 5 |
| HSPFormer: Hierarchical Spatial Perception Transformer for Semantic Segmentation | Jan 16, 2025 | Depth EstimationMonocular Depth Estimation | CodeCode Available | 1 | 5 |
| Learning and Reasoning with the Graph Structure Representation in Robotic Surgery | Jul 7, 2020 | Edge ClassificationGraph Generation | CodeCode Available | 1 | 5 |
| Learning Action and Reasoning-Centric Image Editing from Videos and Simulations | Jul 3, 2024 | AttributeSpatial Reasoning | CodeCode Available | 1 | 5 |
| SPARTQA: A Textual Question Answering Benchmark for Spatial Reasoning | Jun 1, 2021 | Question AnsweringSpatial Reasoning | CodeCode Available | 1 | 5 |
| CityEQA: A Hierarchical LLM Agent on Embodied Question Answering Benchmark in City Space | Feb 18, 2025 | Embodied Question AnsweringQuestion Answering | CodeCode Available | 1 | 5 |
| Geospatial Mechanistic Interpretability of Large Language Models | May 6, 2025 | Spatial Reasoning | CodeCode Available | 1 | 5 |
| SmartPlay: A Benchmark for LLMs as Intelligent Agents | Oct 2, 2023 | MinecraftSpatial Reasoning | CodeCode Available | 1 | 5 |
| Logic-RAG: Augmenting Large Multimodal Models with Visual-Spatial Knowledge for Road Scene Understanding | Mar 16, 2025 | Autonomous DrivingRAG | CodeCode Available | 1 | 5 |
| Do Vision-Language Models Represent Space and How? Evaluating Spatial Frame of Reference Under Ambiguities | Oct 22, 2024 | Spatial Reasoning | CodeCode Available | 1 | 5 |
| From Seeing to Doing: Bridging Reasoning and Decision for Robotic Manipulation | May 13, 2025 | Robot ManipulationSpatial Reasoning | CodeCode Available | 1 | 5 |
| SE-KGE: A Location-Aware Knowledge Graph Embedding Model for Geographic Question Answering and Spatial Semantic Lifting | Apr 25, 2020 | Geographic Question AnsweringGraph Embedding | CodeCode Available | 1 | 5 |
| Capturing Shape Information with Multi-Scale Topological Loss Terms for 3D Reconstruction | Mar 3, 2022 | 3D ReconstructionSpatial Reasoning | CodeCode Available | 1 | 5 |
| MineAnyBuild: Benchmarking Spatial Planning for Open-world AI Agents | May 26, 2025 | BenchmarkingMinecraft | CodeCode Available | 1 | 5 |
| BiST: Bi-directional Spatio-Temporal Reasoning for Video-Grounded Dialogues | Oct 20, 2020 | Spatial Reasoning | CodeCode Available | 1 | 5 |
| Multi-scale GCN-assisted two-stage network for joint segmentation of retinal layers and disc in peripapillary OCT images | Feb 9, 2021 | DecoderMedical Image Segmentation | CodeCode Available | 1 | 5 |
| SmartFreeEdit: Mask-Free Spatial-Aware Image Editing with Complex Instruction Understanding | Apr 17, 2025 | Image GenerationLarge Language Model | CodeCode Available | 1 | 5 |
| Are Deep Neural Networks SMARTer than Second Graders? | Dec 20, 2022 | Language ModellingMeta-Learning | CodeCode Available | 1 | 5 |
| SBEVNet: End-to-End Deep Stereo Layout Estimation | May 25, 2021 | Depth EstimationDisparity Estimation | CodeCode Available | 1 | 5 |
| Enhancing Reasoning to Adapt Large Language Models for Domain-Specific Applications | Feb 5, 2025 | In-Context LearningLanguage Modeling | CodeCode Available | 1 | 5 |
| ROCKET-1: Mastering Open-World Interaction with Visual-Temporal Context Prompting | Oct 23, 2024 | Decision MakingMinecraft | CodeCode Available | 1 | 5 |
| Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT | May 30, 2025 | Spatial ReasoningVisual Reasoning | CodeCode Available | 1 | 5 |
| ReCLIP: A Strong Zero-Shot Baseline for Referring Expression Comprehension | Apr 12, 2022 | image-classificationImage Classification | CodeCode Available | 1 | 5 |
| OpenKD: Opening Prompt Diversity for Zero- and Few-shot Keypoint Detection | Sep 30, 2024 | DiversityKeypoint Detection | CodeCode Available | 1 | 5 |
| Can Large Language Models be Good Path Planners? A Benchmark and Investigation on Spatial-temporal Reasoning | Oct 5, 2023 | NavigateSpatial Reasoning | CodeCode Available | 1 | 5 |
