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## 一言でいうと
Remote Sensing用のベンチマークを測定できるように5つのデータセットを整備、TFDSで公開した。またこれらデータセットの特性(解像度、クラス数、データの規模)が精度にどれだけの影響を与えるか調査した。Scratch、In-Domain(Remote Sensing用のデータセットで事前学習)、ImageNetそれぞれのFineTuningでの精度を比較し、ひとつの…
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# Reference
- 2020.2 [Counting dense objects in remote sensing images](https://arxiv.org/pdf/2002.05928.pdf)
- [Code](https://github.com/liuqingjie/ASPDNet)
# Brief
## Arch
![image](https:/…
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之前老板面试问过我这个问题,我想了想,读phd毕竟是五六年的事情,最起码要给自己一个说得过去的理由。于是分析了一下,发现道理还是make sense的。
# 什么是好的研究?
在我浅薄的认知当中,research可以分为theory和application两种。
## 理论:
我见过的最好的theoretical research是VC-dimension,它用纯粹的数学公式推导出了一…
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# Transformers in remote sensing | Blog of Robin Cole
Introduction to Transformers and why you should care
[https://robmarkcole.com/markdown/2022/08/15/transformers.html](https://robmarkcole.com/mar…
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If there space for any new feature :
would it be possible to add a button to upload geometries (e.g. file or geodataframe)?
In my opinion that "small" option would enhance a lot the extension fo…
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**Problem**
When using a transform that uses `lightly.transforms.gaussian_blur.GaussianBlur` or `lightly.transforms.solarization.RandomSolarization`, e.g. `DINOTransform`, the input must be transform…
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在读取权重文件rrdb.load_state_dict(torch.load('./models/LREncoder/pretrain/RRDB/model_best3.pt'), strict=False),会RuntimeError: PytorchStreamReader failed reading zip archive: failed finding central directory…
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### 期刊 / 学校名称
遥感学报
### 英文名称
NATIONAL REMOTE SENSING BULLETIN
### 相关领域
geography
### 参考文献格式
官方网页链接:https://www.ygxb.ac.cn/zh/info/3310/
官方文件链接:https://www.ygxb.ac.cn/rc-pub/api/files/18550970…
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```json
{
"preferred_name": "Prudhvi",
"csulb_email": "PrudhviGoud.Katta01@student.csulb.edu",
"pronouns": "he/him/his",
"previous_gis_experience": "1. Undergraduate in GIS & …
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### Summary
This issue is to track progress on implementing new pretrained weights from related literature into torchgeo:
- [ ] Clay: [GitHub](https://github.com/Clay-foundation/model), [weights](ht…