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Zero-Shot Object Detection by Hybrid Region Embedding

arXiv 1805.06157 ↗First posted 16 May 2018cs.CVcited by 32

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Abstract (arXiv)

Object detection is considered as one of the most challenging problems in computer vision, since it requires correct prediction of both classes and locations of objects in images. In this study, we define a more difficult scenario, namely zero-shot object detection (ZSD) where no visual training data is available for some of the target object classes. We present a novel approach to tackle this ZSD problem, where a convex combination of embeddings are used in conjunction with a detection framework. For evaluation of ZSD methods, we propose a simple dataset constructed from Fashion-MNIST images and also a custom zero-shot split for the Pascal VOC detection challenge. The experimental results suggest that our method yields promising results for ZSD.

Key facts. Cited by 32 papers in the map (data through 7 Oct 2026). First posted on arXiv 16 May 2018.

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Citing papers per year: 2021: 9; 2022: 7; 2023: 11; 2024: 4; 2025: 0; 2026: 1.

32 papers.

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  1. 2021Open-vocabulary Object Detection via Vision and Language Knowledge Distillationcited by 903
  2. 2022CoWs on Pasture: Baselines and Benchmarks for Language-Driven Zero-Shot Object Navigationcited by 194
  3. 2022F-VLM: Open-Vocabulary Object Detection upon Frozen Vision and Language Modelscited by 149
  4. 2023Aligning Bag of Regions for Open-Vocabulary Object Detectioncited by 119
  5. 2023Region-Aware Pretraining for Open-Vocabulary Object Detection with Vision Transformerscited by 91
  6. 2022Open-Vocabulary One-Stage Detection with Hierarchical Visual-Language Knowledge Distillationcited by 67
  7. 2023SATR: Zero-Shot Semantic Segmentation of 3D Shapescited by 62
  8. 2023A Survey on Open-Vocabulary Detection and Segmentation: Past, Present, and Futurecited by 59
  9. 2023CoDet: Co-Occurrence Guided Region-Word Alignment for Open-Vocabulary Object Detectioncited by 46
  10. 2021SIGN: Spatial-information Incorporated Generative Network for Generalized Zero-shot Semantic Segmentationcited by 41
  11. 2023Contrastive Feature Masking Open-Vocabulary Vision Transformercited by 31
  12. 2021Semantics-Guided Contrastive Network for Zero-Shot Object detectioncited by 26
20 more
  1. 2022Robust Region Feature Synthesizer for Zero-Shot Object Detectioncited by 20
  2. 2024LaMI-DETR: Open-Vocabulary Detection with Language Model Instructioncited by 19
  3. 2022Fine-grained Visual-Text Prompt-Driven Self-Training for Open-Vocabulary Object Detectioncited by 14
  4. 2022NOC-REK: Novel Object Captioning with Retrieved Vocabulary from External Knowledgecited by 10
  5. 2024Zero-Shot Aerial Object Detection with Visual Description Regularizationcited by 10
  6. 2021CNN-based Spoken Term Detection and Localization without Dynamic Programmingcited by 6
  7. 2021A Survey of Deep Learning for Low-Shot Object Detectioncited by 6
  8. 2023SeeDS: Semantic Separable Diffusion Synthesizer for Zero-shot Food Detectioncited by 6
  9. 2023Frustratingly Simple but Effective Zero-shot Detection and Segmentation: Analysis and a Strong Baselinecited by 5
  10. 2024Synthesizing Knowledge-enhanced Features for Real-world Zero-shot Food Detectioncited by 3
  11. 2022Resolving Semantic Confusions for Improved Zero-Shot Detectioncited by 2
  12. 2023Meta-ZSDETR: Zero-shot DETR with Meta-learningcited by 2
  13. 2021Incrementally Zero-Shot Detection by an Extreme Value Analyzercited by 1
  14. 2021Caption Generation on Scenes with Seen and Unseen Object Categoriescited by 1
  15. 2023HazardNet: Road Debris Detection by Augmentation of Synthetic Modelscited by 1
  16. 2024Open-Vocabulary Object Detection via Neighboring Region Attention Alignmentcited by 1
  17. 2021Weak Novel Categories without Tears: A Survey on Weak-Shot Learningcited by 0
  18. 2021Make an Omelette with Breaking Eggs: Zero-Shot Learning for Novel Attribute Synthesiscited by 0
  19. 2023Separate Scene Text Detector for Unseen Scripts is Not All You Needcited by 0
  20. 2026Unveiling the Unknown: Open Vocabulary Object Detection with Scene Graphscited by 0