Computer Science and Programming. Страница 4
Channel for who have a passion for Computer Vision, #Deep and #Machine #Learning, #Artificial #Intelligence and Python programming. Up-to-date books, articles or links provided based on #Python.
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Computer Science and Programming
Page: https://d2l.ai/ PyTorch based: https://d2l.ai/d2l-en-pytorch.pdf MXNET based: https://d2l.ai/d2l-en.pdf Github: https://github.com/d2l-ai/d2l-en 👉👉@computer_science_and_programming -
Computer Science and Programming
Dive into Deep Learning Interactive deep learning book with code, math, and discussions Implemented with NumPy/MXNet, PyTorch, and TensorFlow Adopted at 300 universities from 55 countries 
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Computer Science and Programming
OBJECT-AWARE CROPPING FOR SELF-SUPERVISED LEARNING Paper: https://arxiv.org/pdf/2112.00319v1.pdf Github: https://github.com/shlokk/object-cropping-ssl 👉👉@computer_science_and_programming -
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Computer Science and Programming
Object-aware cropping, a simple, fast and highly effective data augmentation alternative to random scene cropping for SELF-SUPERVISED LEARNING 
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Computer Science and Programming
Another state-of-the-art archtecture for Vision tasks: Github: https://github.com/sail-sg/poolformer Paper: https://arxiv.org/abs/2111.11418 Datasets: ImageNet, COCO, Ade20k Colab: colab.research.google.com/github/…mo.ipynb 👉👉@computer_science_and_programming 
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Computer Science and Programming
PoolFormer: MetaFormer is Actually What You Need for Vision 
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Computer Science and Programming
ESPnet: end-to-end text-to-speech processing toolkit ESPnet2-TTS: Extending the Edge of TTS Research Github: https://github.com/espnet/espnet Docs: https://espnet.github.io/espnet/ Paper: https://arxiv.org/abs/2110.07840v1 Dataset: https://paperswithcode.com/dataset/vctk 
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Computer Science and Programming
One of the best reference book is definately "Deep Learning with Python" (1st edition) by François Chollet (creator of Keras) Deep Learning with Python (2nd edition) has been released with 500 pages of code examples, theory, context, practical tips... Book: www.manning.com/books/d…-edition For online reading: livebook.manning.com/book/de…hapter-1 Jupyter notebooks on Github: github.com/fcholle…otebooks 👉👉@computer_science_and_programming 
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Computer Science and Programming
Under review as a conference paper at ICLR 2022 8-BIT OPTIMIZERS VIA BLOCK-WISE QUANTIZATION Paper: https://arxiv.org/abs/2110.02861 Github: https://github.com/facebookresearch/bitsandbytes Video: https://www.youtube.com/watch?v=IxrlHAJtqKE Documentation: https://bitsandbytes.readthedocs.io/en/latest/ 👉@computer_science_and_programming -
Computer Science and Programming
8-bit optimizers – a replacement for regular optimizers. 🚀, 75% less memory, same with upwards trend, no hyperparam tuning needed Input symbol for numbers: #Lightweight, #LessMemory 
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Computer Science and Programming
PASS: Pictures without humAns for Self-Supervised Pretraining PASS is a large-scale image dataset that does not include any humans, human parts, or other personally identifiable information Github https://github.com/yukimasano/PASS Paper https://arxiv.org/abs/2109.13228v1 Dataset https://paperswithcode.com/dataset/pass Documentation https://www.robots.ox.ac.uk/~vgg/research/pass/ -
Computer Science and Programming
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Computer Science and Programming
Unseen Object Amodal Instance Segmentation (UOAIS) -
Computer Science and Programming
Paper (ICCV2021): https://arxiv.org/pdf/2109.04425v1.pdf Github: https://github.com/yumingj/Talk-to-Edit Dataset: drive.google.com/drive/f…YnM4STAs 👉@computer_science_and_programming 
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Computer Science and Programming
Github:
https://github.com/ai-coodinator/yolact_edge
YolactEdge, competitive instance segmentation approach that runs on small edge devices at real-time speeds. Specifically, YolactEdge runs at up to 30.8 FPS on a Jetson AGX Xavier (and 172.7 FPS on an RTX 2080 Ti) with a ResNet-101 backbone on 550x550 resolution images. -
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Computer Science and Programming
YolactEdge Real time Instance Segmentation on the Edge
https://www.youtube.com/watch?v=pMDwXkIerw8 -
Computer Science and Programming
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Computer Science and Programming
CVPR 2021 paper
Modular Interactive Video Object Segmentation: Interaction-to-Mask, Propagation and Difference-Aware Fusion (MiVOS)