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related paper
|摘要|
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|The ability to perform pixel-wise semantic segmentation in real-time is of paramount importance in mobile applications. Recent deep neural networks aimed at this task ha…
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related paper
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|Real-time semantic segmentation plays an important role in practical applications such as self-driving and robots. Most research working on semantic segmentation focuses…
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## 0. 論文
https://arxiv.org/abs/1606.02147
Adam Paszke, Abhishek Chaurasia, Sangpil Kim, Eugenio Culurciello
## 1. どんなもの？
軽量なセマンティックセグメンテーション
## 2. 先行研究と比べてどこがすごい？
## 3. 技術や手法のキモはどこ？
#…
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## 一言でいうと
DNNの精度を落とさず演算速度をどう上げるかという課題へのアプローチ(最近トレンドになっている)。構成は下図の通りで、18倍の速度向上とパラメーター数を1/79に削減。ポイントはdown samplingで、早い層から仕掛けている
 and found no similar feature requests.
### Description
Currently only pol…
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Original Traceback (most recent call last):
File "D:\Anaconda3\envs\hyperseg\lib\site-packages\torch\utils\data\_utils\worker.py", line 302, in _worker_loop
data = fetcher.fetch(index)
File…
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Link to another project: **DPT (Dense Prediction Transformers)** - State of the art Semantic-segmentation and Monocular depth estimation network
* Top-1 accuracy on Pascal-Context Semantic segmenta…
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Link to another project: **DPT (Dense Prediction Transformers)** - State of the art Semantic-segmentation and Monocular depth estimation network
* Top-1 accuracy on Pascal-Context Semantic segmenta…
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# Reference
**paper**
- 09/2018 [Searching for Efficient Multi-Scale Architectures for Dense Image Prediction](https://arxiv.org/abs/1809.04184)
- 10/2018 [Fast Neural Architecture Search of Compac…
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#BMVC2018 submission
Institute: Toshiba Research, Cambridge
URL: https://arxiv.org/pdf/1805.04554.pdf
Keyword: Realtime Segmentation
Interest: 2
### Summary
We propose ContextNet, a new dee…