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    # 4/15 論文進度 ###### tags: `論文進度` ## 實驗環境 | 作業系統 | Windows 10 21H2 | | -------- | -------- | | CPU | Intel i7-9750H | |GPU|NVIDIA GeForce RTX2070| |記憶體|16 GB * 2 / DDR4 / 2667 MHz| ## 實驗結果 ### GPU 原定此周跑出 HINet Baseline 結果,在 Windows 作業系統下建立 Docker 的 Ubuntu image 環境,程式執行出現以下情況,狀況仍尚未排除,目前已確認 CUDA 版本與 Pytorch 版本相符,並能使用 GPU 資源,但程式依舊出錯。 下周預估使用 Ubutun base 執行程式 ``` RuntimeError: CUDA error: unknown error ``` ![](https://i.imgur.com/Un6N7m9.png) ### CPU 目前先以 CPU 執行 GoPro Dataset 實驗,測試結果與論文實驗結果相符 ![](https://i.imgur.com/U4jgAct.png) | 方法 | PSNR |SSIM| | -------- | -------- | -------- | | HINet (論文) | 32.77 |0.959| |HINet (us)|32.7712|0.9593| ### Data類型 論文分為三種影像回復的種類,及其 Datasets 又個別分為 | 回復類型 | 資料集 | | -------- | -------- | | Denoising | SIDD | | Deblurring |GoPro、REDS| | Deraining |Rain100L、Rain100H、Test100、Test2800、Test1200| 在 2021 年裡 HINet 以些許評估指標的提升,勝過 MPRNet ,其評估指標為 SSIM 及 PSNR,下列三張圖為各個 Net 的實驗結果 ![](https://i.imgur.com/jnprzJU.png)![](https://i.imgur.com/zbcKW1I.png) ![](https://i.imgur.com/Jn4bJsH.png) ## 論文閱讀 這篇論文將圖片分割為多個 Patch,進行測試以及訓練,其詳細內容會後續補上 Medium 論文連結:《[**Revisiting Global Statistics Aggregation for Improving Image Restoration**](https://arxiv.org/pdf/2112.04491v2.pdf)》 ## 下周進度 - [ ] 補上 HINet 各 Datasets baseline - [ ] 論文閱讀 :《[**Simple Baselines for Image Restoration**](https://arxiv.org/pdf/2204.04676v1.pdf)》 - [ ] 論文筆記整理 HINet

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