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Spatial Reasoning

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코드

관련 논문과 평가 결과에 연결된 구현입니다. 출처에서 확인된 저자 구현에는 공식 코드 표시가 있습니다.

https://github.com/alanlusun/openkd

공식 코드

OpenKD: Opening Prompt Diversity for Zero- and Few-shot Keypoint Detection

https://github.com/ali-vilab/VGen

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Hierarchical Spatio-temporal Decoupling for Text-to-Video Generation

https://github.com/alice01010101/tasu

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In-the-wild Audio Spatialization with Flexible Text-guided Localization

https://github.com/alignmentresearch/vlmrm

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Vision-Language Models are Zero-Shot Reward Models for Reinforcement Learning

https://github.com/allenai/reclip

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ReCLIP: A Strong Zero-Shot Baseline for Referring Expression Comprehension

https://github.com/amitakamath/whatsup_vlms

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What's "up" with vision-language models? Investigating their struggle with spatial reasoning

https://github.com/antresearchnlp/vilasr

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Reinforcing Spatial Reasoning in Vision-Language Models with Interwoven Thinking and Visual Drawing

https://github.com/appletea233/al-ref-sam2

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Unleashing the Temporal-Spatial Reasoning Capacity of GPT for Training-Free Audio and Language Referenced Video Object Segmentation

https://github.com/art-programmer/FloorNet

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FloorNet: A Unified Framework for Floorplan Reconstruction from 3D Scans

https://github.com/baai-dcai/spatialbot

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SpatialBot: Precise Spatial Understanding with Vision Language Models

https://github.com/bflameswift/uni-mumer

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Uni-MuMER: Unified Multi-Task Fine-Tuning of Vision-Language Model for Handwritten Mathematical Expression Recognition

https://github.com/biluyong/cityeqa

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CityEQA: A Hierarchical LLM Agent on Embodied Question Answering Benchmark in City Space

https://github.com/brandonman123/videocad

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VideoCAD: A Large-Scale Video Dataset for Learning UI Interactions and 3D Reasoning from CAD Software

https://github.com/cambridgeltl/topviewrs

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TopViewRS: Vision-Language Models as Top-View Spatial Reasoners

https://github.com/cambridgeltl/visual-spatial-reasoning

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Visual Spatial Reasoning

https://github.com/child-play-neurips/child-play

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Show, Don't Tell: Evaluating Large Language Models Beyond Textual Understanding with ChildPlay

https://github.com/clear-nus/gpt-pddl

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Translating Natural Language to Planning Goals with Large-Language Models

https://github.com/cliport/cliport

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CLIPort: What and Where Pathways for Robotic Manipulation

https://github.com/concept-fusion/concept-fusion

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ConceptFusion: Open-set Multimodal 3D Mapping

https://github.com/cratileo/d2r

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Bridging the Dynamic Perception Gap: Training-Free Draft Chain-of-Thought for Dynamic Multimodal Spatial Reasoning

https://github.com/dair-iitd/TourismQA

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Joint Spatio-Textual Reasoning for Answering Tourism Questions

https://github.com/danilo-perico/guided_navigation_qsr

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Guided Navigation from Multiple Viewpoints using Qualitative Spatial Reasoning

https://github.com/debymf/ipa_probing

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Grounding Natural Language Instructions: Can Large Language Models Capture Spatial Information?

https://github.com/declare-lab/emma-x

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Emma-X: An Embodied Multimodal Action Model with Grounded Chain of Thought and Look-ahead Spatial Reasoning

https://github.com/deepmind/slim-dataset

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Encoding Spatial Relations from Natural Language

https://github.com/divamgupta/sbevnet-stereo-layout-estimation

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SBEVNet: End-to-End Deep Stereo Layout Estimation

https://github.com/djl11/ESM

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End-to-End Egospheric Spatial Memory

https://github.com/embodiedcity/embodied-r.code

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Embodied-R: Collaborative Framework for Activating Embodied Spatial Reasoning in Foundation Models via Reinforcement Learning

https://github.com/endernewton/tf-faster-rcnn

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Spatial Memory for Context Reasoning in Object Detection

https://github.com/facebookresearch/sonata

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Sonata: Self-Supervised Learning of Reliable Point Representations

https://github.com/fangjun-li/roomspace

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Reframing Spatial Reasoning Evaluation in Language Models: A Real-World Simulation Benchmark for Qualitative Reasoning

https://github.com/fatemehshiri/spatial-mm

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An Empirical Analysis on Spatial Reasoning Capabilities of Large Multimodal Models

https://github.com/gazkune/spatiallm

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Grounding Spatial Relations in Text-Only Language Models

https://github.com/gmparg/ICLP2018

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A Trajectory Calculus for Qualitative Spatial Reasoning Using Answer Set Programming

https://github.com/gogoduan/got-r1

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GoT-R1: Unleashing Reasoning Capability of MLLM for Visual Generation with Reinforcement Learning

https://github.com/google-research/long-range-arena

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Long Range Arena: A Benchmark for Efficient Transformers

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