mlsanityData to 14 Oct 2026

OCTOPUS: Open-vocabulary Content Tracking and Object Placement Using Semantic Understanding in Mixed Reality

arXiv 2312.12815 ↗First posted 20 Dec 2023cs.CV cs.AI cs.CLcited by 2

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Abstract (arXiv)

One key challenge in augmented reality is the placement of virtual content in natural locations. Existing automated techniques are only able to work with a closed-vocabulary, fixed set of objects. In this paper, we introduce a new open-vocabulary method for object placement. Our eight-stage pipeline leverages recent advances in segmentation models, vision-language models, and LLMs to place any virtual object in any AR camera frame or scene. In a preliminary user study, we show that our method performs at least as well as human experts 57% of the time.

Key facts. Cited by 2 papers in the map (data through 14 Oct 2026). Builds on 5 of its 13 references that are in the map. First posted on arXiv 20 Dec 2023.

Builds on

5 of 13 references.

References · 5

  1. 2021Learning Transferable Visual Models From Natural Language Supervisioncited by 33,744
  2. 2023Segment Anythingcited by 8,234
  3. 2023Sparks of Artificial General Intelligence: Early experiments with GPT-4cited by 2,592
  4. 2021ViLT: Vision-and-Language Transformer Without Convolution or Region Supervisioncited by 1,230
  5. 2021Image Segmentation Using Text and Image Promptscited by 512

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Cited by year

Citing papers per year: 2024: 2.

2 papers.

Similar, not cited

Close in wording, no citation either way

  1. 2026presto: Efficient, Training-free, and Open-world Object Placement via Imaginary Search
  2. 2023OVTrack: Open-Vocabulary Multiple Object Tracking
  3. 2024Seeing the Unseen: Visual Common Sense for Semantic Placement
  4. 2025Words into World: A Task-Adaptive Agent for Language-Guided Spatial Retrieval in AR
  5. 2026Semantic Reality: Interactive Context-Aware Visualization of Inter-Object Relationships in Augmented Reality ↗
  6. 2024DivScene: Towards Open-Vocabulary Object Navigation with Large Vision Language Models in Diverse Scenes
  7. 2025osmAG-LLM: Zero-Shot Open-Vocabulary Object Navigation via Semantic Maps and Large Language Models Reasoning
  8. 2025OpenTrack3D: Towards Accurate and Generalizable Open-Vocabulary 3D Instance Segmentation