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Replication of the paper "Show and tell: A neural image caption generator" Vinyals, Oriol, et al.

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Show and Tell: A Neural Image Caption Generator - Paper Replication

Vinyals, Oriol, et al. "Show and tell: A neural image caption generator." Proceedings of the IEEE conference on computer vision and pattern recognition. 2015.

Results

Image Captions
Example 1
Example 1 Image
Actual Caption: <start> <oov> <oov> to <oov> the image above <end> <oov>
Output Caption: <start> cat laying on top of laptop <end>
Example 2
Example 2 Image
Actual Caption: <start> <oov> <oov> slope near <oov> <oov> <end> <oov> <oov>
Output Caption: <start> person that is skiing in the snow <end>
Example 3
Example 3 Image
Actual Caption: <start> bus is parked at the bus <oov> <end> <oov>
Output Caption: <start> large red bus on city street <end>

Metrics

The performance of the model was evaluated using standard metric for image captioning tasks, the BLEU scores. Below are the results:

  • BLEU-1: 44
  • BLEU-2: 22
  • BLEU-4: 9

These metrics indicate the effectiveness of the caption generator in producing relevant and accurate captions.

License

Distributed under the MIT License. See LICENSE.txt for more information.

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Replication of the paper "Show and tell: A neural image caption generator" Vinyals, Oriol, et al.

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