1 INTRODUCTION

2 WEAKLY-SUPERVISED LEARNING PERSPECTIVE

3 INSTANCE RE-WEIGHTING ADAPTATION

4 FEATURE ADAPTATION

5 CLASSIFIER ADAPTATION

6 DEEP NETWORK ADAPTATION

7 ADVERSARIAL ADAPTATION

8 BENCHMARK DATASETS OF VTAL

9 VTAL IN MORE VISION TASKS

10 CONCLUSION AND OUTLOOK