The Certainty Analysis - have thought
This copy is for your personal, non-commercial use only. Alibaba Group Holding is putting a turbulent few months behind it. They are having their strongest day since last July. Alibaba is still moving into smaller cities where the population is just starting to buy goods online. Alibaba waived its right to appeal the antitrust decision, notes Citi analyst Alicia Yap. In addition to the fine, Alibaba has to revamp its operations and conduct a compliance self-exam. And it has to end exclusivity arrangements with merchants on its platforms. Fintech affiliate Ant Group has also been in hot water. The Certainty Analysis
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Towards this, we propose a method that obtains gradient-based certainty estimates that also provide visual attention maps. Particularly, we solve for visual question answering task.
The Certainty Analysis Analyxis modern probabilistic deep learning methods that we further improve by using the gradients for these estimates. These have two-fold source a improvement in obtaining the certainty estimates that correlate better with misclassified samples and b improved attention maps that provide state-of-the-art results in terms of correlation with human attention regions.
The improved attention maps result in consistent improvement for various methods for visual question answering.
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Therefore, the proposed technique can be thought of as a tool for obtaining improved certainty estimates and explanations for deep learning models. We provide detailed empirical analysis for the visual question answering task here all standard benchmarks and comparison with state of the art methods. Article :. Date of Publication: 08 January PubMed ID: DOI: Need Help?]
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