由 An Intriguing Failing of Convolutional Neural Networks and the CoordConv Solution 引起的思考
文獻來源 這篇文章提出卷積網絡無法很好處理座標的問題。如上圖，直接對卷積網絡輸入座標，然後讓卷積網絡輸出一張在座標周圍渲染成的正方形塊的圖像。但結果不是很理想。文章提出在卷積網絡層中添加一個座標信息。如下圖： 其實就是將一維座標信息手工轉化成利於卷積網絡處理的二維信息。但我不是太贊同這種方法，雖然從目前來看也是一種不錯解決辦法。因爲我感覺這方法只是一個折衷方法，並沒有真正解決文章中提出的問題。文中
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相關文章
- 1. An intriguing failing of convolutional neural networks and the CoordConv solution
- 2. 由AlphaGO引起的思考
- 3. Convolutional Neural Networks---Foundations of Convolutional Neural Networks
- 4. Understanding and Visualizing Convolutional Neural Networks
- 5. 關於Intriguing properties of neural networks的理解
- 6. Intriguing properties of neural networks手動翻譯
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- 8. Convolutional Neural Networks: Application
- 9. The Unreasonable Effectiveness of Recurrent Neural Networks
- 10. Bag of Tricks for Convolutional Neural Networks