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MMCV ์‹œ์ž‘ํ•˜๊ธฐ Introductionโ€ป MMCV๋Š” ์ปดํ“จํ„ฐ ๋น„์ „ ์—ฐ๊ตฌ๋ฅผ ์œ„ํ•œ ๊ธฐ๋ณธ ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ(foundational library)์ด๋‹ค.Data ProcessVisualizationData TransformationVarious CNN ArchitecturesHigh-quality Implementation of Common CUDA Ops โ–ถ MMCV๋Š” ๋‹ค์–‘ํ•œ ๋ฆฌ์„œ์น˜ ํ”„๋กœ์ ํŠธ๋ฅผ ์ง€์›ํ•œ๋‹ค:MMClassification: OpenMMLab image classification toolbox and benchmark.MMDetection: OpenMMLab detection toolbox and benchmark.MMDetection3D: OpenMMLab’s next-generation platform for genera.. 2024. 6. 20.
OpenMMLab ์ด๋ž€? OpenMMLab์ปดํ“จํ„ฐ ๋น„์ „ ์—ฐ๊ตฌ ๋ฐ ๊ฐœ๋ฐœ์„ ์œ„ํ•œ ์˜คํ”ˆ์†Œ์Šค ํ”„๋กœ์ ํŠธ๋‹ค์–‘ํ•œ ์ปดํ“จํ„ฐ ๋น„์ „ ์•Œ๊ณ ๋ฆฌ์ฆ˜, ๋ชจ๋ธ์„ ํฌํ•จํ•˜๋Š” ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ ๋ฐ ํ”„๋ ˆ์ž„์›Œํฌ๋ฅผ ์ œ๊ณตํ•œ๋‹ค. 1. Deep Learning Framework (๋”ฅ๋Ÿฌ๋‹ ํ”„๋ ˆ์ž„์›Œํฌ)โ–ถ Deep Learning Framework: ์‹ ๊ฒฝ๋ง ๋ชจ๋ธ์„ ์„ค๊ณ„, ํ•™์Šต, ํ‰๊ฐ€ ๋ฐ ๋ฐฐํฌํ•˜๊ธฐ ์œ„ํ•œ ์†Œํ”„ํŠธ์›จ์–ด ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ โ–ถ PyTorch:Facebook AI Research(FAIR)์—์„œ ๊ฐœ๋ฐœํ•œ ์˜คํ”ˆ์†Œ์Šค ๋”ฅ๋Ÿฌ๋‹ ํ”„๋ ˆ์ž„์›Œํฌ๋กœ, ์—ฐ๊ตฌ์ž์™€ ๊ฐœ๋ฐœ์ž๊ฐ€ ์‹ ๊ฒฝ๋ง ๋ชจ๋ธ์„ ์„ค๊ณ„ํ•˜๊ณ  ํ•™์Šตํ•˜๋ฉฐ ํ‰๊ฐ€ํ•˜๋Š” ๊ณผ์ •์„ ์‰ฝ๊ฒŒ ํ•  ์ˆ˜ ์žˆ๋„๋ก ๋‹ค์–‘ํ•œ ๋„๊ตฌ์™€ ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ๋ฅผ ์ œ๊ณตํ•œ๋‹ค.๋™์  ๊ณ„์‚ฐ ๊ทธ๋ž˜ํ”„ - ์ฝ”๋“œ ์ž‘์„ฑ๊ณผ ๋””๋ฒ„๊น…์ด ์šฉ์ดํ•˜๋ฉฐ, ์‹คํ—˜์ ์œผ๋กœ ์ƒˆ๋กœ์šด ๋„คํŠธ์›Œํฌ ๊ตฌ์กฐ๋ฅผ ๋น ๋ฅด๊ฒŒ ํ…Œ์ŠคํŠธํ•  ์ˆ˜ ์žˆ๋‹ค.Pythonic - Python.. 2024. 6. 19.
[MMDetection] General Object detection with MMDetection 3.0 https://www.youtube.com/watch?v=qmmlRUMbb9M&t=1s       mmdetection/demo/MMDet_InstanceSeg_Tutorial.ipynb at 3.x · open-mmlab/mmdetectionOpenMMLab Detection Toolbox and Benchmark. Contribute to open-mmlab/mmdetection development by creating an account on GitHub.github.com 2024. 6. 18.
[OpenMMLab] Open-source Platform for Vision, Language and Generative AI https://www.youtube.com/watch?v=08wf0xYhc9A  OpenMMLab: Open-source Platform for Vision, Language and Generative AI From Computer Vision to Language 2024. 6. 18.
[OpenMMLab] OpenMMLab 2.0: A General, Unified and Flexible Open-source Algorithm Platform https://www.youtube.com/watch?v=s7jH_p4YiJs  OpenMMLab: A Foundational Platform for Computer Vision Research and Production 2024. 6. 18.
[OpenMMLab] Basic usage and overall architecture of OpenMMLab https://www.youtube.com/watch?v=bACLDnjPhjc&t=1388s Basic usage and overall architecture of OpenMMLab 1. Installation 2. Inference https://github.com/open-mmlab/mmdetection/blob/3.x/demo/inference_demo.ipynb mmdetection/demo/inference_demo.ipynb at 3.x · open-mmlab/mmdetectionOpenMMLab Detection Toolbox and Benchmark. Contribute to open-mmlab/mmdetection development by creating an account on Git.. 2024. 6. 18.
[OpenMMLab] Overall introduction to OpenMMLab https://www.youtube.com/watch?v=eRHn2hbV5rY OpenMMLab: A Foundational Platform for Computer Vision Research and Production 2024. 6. 18.
[OpenMMLab] Tutorial on OpenMMLab https://www.youtube.com/watch?v=GuEjF4G1L3w&t=6sOverview Major Repositories in OpenMMLab Tutorial 0: Setup Environment Tutorial 1: MMClassification- configs ํด๋” --> ์—ฌ๋Ÿฌ ๋ชจ๋ธ ํด๋” ์ €์žฅ๋˜์–ด ์žˆ์Œ- ๋ชจ๋ธ ํด๋” ์„ ํƒ --> "config", "model" ๋‹ค์šด๋กœ๋“œ Config File examples/mnist/main.py at main · pytorch/examplesA set of examples around pytorch in Vision, Text, Reinforcement Learning, etc. - pytorch/examplesgithub.com 2024. 6. 18.
[MMPose] Installation Step 0. Miniconda ์„ค์น˜ํ•˜๊ธฐ Step 1. Conda ๊ฐ€์ƒํ™˜๊ฒฝ ๋งŒ๋“ค๊ธฐAnaconda Powershell Promptconda create --name MMenv python=3.8 -yconda activate MMenv Step 2. PyTorch ์„ค์น˜ํ•˜๊ธฐโ€ป CPU ํ”Œ๋žซํผconda install pytorch torchvision cpuonly -c pytorch Step 3. MIM ์ด์šฉํ•˜์—ฌ MMEngine, MMCV, MMDetection ์„ค์น˜ํ•˜๊ธฐ๋ช…๋ น ํ”„๋กฌํ”„ํŠธconda activate MMenvpip install -U openmim Anaconda Powershell Promptmim install mmenginemim install "mmcv>=2.0.1"mim install "mm.. 2024. 6. 14.

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