1. Deep Visual-Semantic Alignments for Generating Image Descriptions
Haotian Xu

3. Roadmap
Overview
Technical Approach
Evaluation

4. Overview
To generate dense and free-form descriptions of images

5. Overview Contributions 1) Infer region-word alignments
2) Generate model of images descriptions
3) Generate region-level descriptions

6. Technical Approach
Inferring Alignments

7. Technical Approach

8. Technical Approach
Infer word alignment

9. Technical Approach
Generate descriptions

10. Technical Approach
Generate region-level descriptions

11. Evaluation

12. Evaluation -- Alignment

13. Evaluation -- Description

14. Evaluation –- Region Level

15. Thanks!