Awesome-Zero-Shot-Object-Detection

这是一个关于零样本目标检测的数据集合集，收录了多个相关数据集，包括MSCOCO、PASCAL VOC、Visual Genome、ImageNet Object Detection和Fashion-MNIST等。合集提供了这些数据集的划分方式（如48/17、65/15等）和资源链接，旨在为研究者和开发者提供零样本目标检测领域的常用数据集索引和整理。

This is a curated dataset collection for zero-shot object detection. It encompasses multiple relevant datasets including MSCOCO, PASCAL VOC, Visual Genome, ImageNet Object Detection, Fashion-MNIST, and others. This collection provides the data split strategies (e.g., 48/17, 65/15, etc.) and resource links for these datasets, aiming to offer researchers and developers a curated index and organized repository of commonly used datasets in the field of zero-shot object detection.

原始信息汇总

数据集概述

该页面是一个关于零样本目标检测（Zero-Shot Object Detection）的资源集合，主要包含两部分内容：常用数据集和相关论文。

常用数据集

页面列出了五个在零样本目标检测研究中广泛使用的数据集，并给出了针对每个数据集的不同类别划分方案（如“可见类/不可见类”），具体如下：

数据集	类别划分方案	数据链接
MSCOCO	48/17, 65/15, 20/60, 40/40, 60/20	48/17, 65/15, 20/60, 40/40, 60/20
PASCAL VOC	16/4, 5/15, 10/10, 15/5	16/4, 5/15, 10/10, 15/5
Visual Genome	478/130	478/130
ImageNet Object Detection	177/23	177/23
Fashion-MNIST	7/3	7/3

相关论文

页面按年份整理了从2018年到2022年的零样本目标检测领域论文，具体信息如下：

• 2022年

  • BMVC 2022 (oral): “Resolving Semantic Confusions for Improved Zero-Shot Detection” (Sandipan Sarma 等)
  • CVPR 2022: “Robust Region Feature Synthesizer for Zero-Shot Object Detection” (Peiliang Huang 等)
  • TITS 2022: “From Less to More: Progressive Generalized Zero-Shot Detection With Curriculum Learning” (Jingren Liu 等)
  • TPAMI 2022: “Semantics-Guided Contrastive Network for Zero-Shot Object detection” (Caixia Yan 等)
  • WACV 2022: “From Node to Graph: Joint Reasoning on Visual-Semantic Relational Graph for Zero-Shot Detection” (Hui Nie 等)
  • Applied Intelligence 2022: “A Novel Feature-Based Model for Zero-Shot Object Detection with Simulated Attributes” (Cheng Yang 等)

• 2021年

  • AAAI 2021: “Inference Fusion with Associative Semantics for Unseen Object Detection” (Yanan Li 等)
  • ICPR 2021: “Incrementally Zero-Shot Detection by an Extreme Value Analyzer” (Sixiao Zheng 等)
  • MM 2021: “Visual Language Based Succinct Zero-Shot Object Detection” (Ye Zheng 等)
  • ICIP 2021: “Zero-Shot Object Detection With Transformers” (Ye Zheng 等)
  • CVPR 2021: “Zero-Shot Instance Segmentation” (Ye Zheng 等)

• 2020年

  • TIP 2020: “Semantics-Preserving Graph Propagation for Zero-Shot Object Detection” (Caixia Yan 等)
  • IEEE TCAS-II 2020: “Zero-Shot Object Detection With Attributes-Based Category Similarity” (Qiao-mei Ma 等)
  • ICTAI 2020: “Learning Latent Semantic Attributes for Zero-Shot Object Detection” (Kang Wang 等)
  • CVPR Workshops 2020: “Context-Guided Super-Class Inference for Zero-Shot Detection” (Yanan Li 等)
  • WACV 2020: “A Multi-Space Approach to Zero-Shot Object Detection” (Dikshant Gupta 等)
  • AAAI 2020: “Improved Visual-Semantic Alignment for Zero-Shot Object Detection” (Shafin Rahman 等)
  • AAAI 2020: “Context-Aware Zero-Shot Recognition” (Ruotian Luo 等)
  • AAAI 2020: “GTNet: Generative Transfer Network for Zero-Shot Object Detection” (Shizhen Zhao 等)
  • CVPR 2020: “Dont Even Look Once: Synthesizing Features for Zero-Shot Detection” (Pengkai Zhu 等)
  • ACCV 2020: “Any-Shot Object Detection” (Shafin Rahman 等)
  • ACCV 2020: “Background Learnable Cascade for Zero-Shot Object Detection” (Ye Zheng 等)
  • ACCV 2020: “Synthesizing the Unseen for Zero-shot Object Detection” (Nasir Hayat 等)
  • IJCAI 2020: “Zero-Shot Object Detection via Learning an Embedding from Semantic Space to Visual Space” (Licheng Zhang 等)

• 2019年

  • IJCNN 2019: “Zero-Shot Object Detection for Indoor Robots” (Abdalwhab Abdalwhab 等)
  • Thesis 2019: “Zero-Shot Object Detection Method Comparison and Analysis” (Peining Che)
  • ICCV 2019: “Transductive Learning for Zero-Shot Object Detection” (Shafin Rahman 等)
  • ICIP 2019: “Zero-Shot Detection with Transferable Object Proposal Mechanism” (Yilan Shao 等)
  • TCSVT 2019: “Zero-Shot Detection” (Pengkai Zhu 等)
  • AAAI 2019: “Zero-Shot Object Detection with Textual Descriptions” (Licheng Zhang 等)

• 2018年

  • ECCV 2018: “Zero-Shot Object Detection” (Ankan Bansal 等)
  • BMVC 2018: “Zero-Shot Object Detection by Hybrid Region Embedding” (Berkan Demirel 等)
  • ACCV 2018: “Zero-Shot Object Detection: Learning to Simultaneously Recognize and Localize Novel Concepts” (Shafin Rahman 等)