I. Introduction

II. WSOD

III. Milestones of WSOD

V. Specific Techniques for Multiple Instance Problem

VI. Specific Techniques for Speed Problem

VII. Training Tricks

VIII. Datasets and Performance Evaluation

IX. Future Directions and Tasks

X. Conclusions