pifuhd
Deep Java Library (DJL)
pifuhd | Deep Java Library (DJL) | |
---|---|---|
10 | 13 | |
9,426 | 3,853 | |
0.3% | 1.6% | |
0.0 | 9.5 | |
about 2 months ago | 3 days ago | |
Python | Java | |
GNU General Public License v3.0 or later | Apache License 2.0 |
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For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
pifuhd
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Tools For AI Animation and Filmmaking , Community Rules, ect. (**FAQ**)
PIFuHD (Generate 3d Models from a single image) https://github.com/facebookresearch/pifuhd
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Using PIFuHD AI to generate a 3D Model from a single image
git clone https://github.com/facebookresearch/pifuhd
- Is it possible to build a 3D model using engineering-style drawings? Would like to use the 3 images of Skeletor's Havoc Staff to somehow get a 3D model. Thinking some kind of GPU / AI software.
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[D] Simple question - Does anyone know the size of BUFF dataset?
Code for https://arxiv.org/abs/2004.00452 found: https://github.com/facebookresearch/pifuhd
- 3D reconstruction models for human body
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Show HN: ML enabled creative tools for artists and designers
I'm very interested in converting images to 3d models. Really cool tech that feels like it's nearly there.
Have you by chance seen any of the work Facebook has been doing related to the 2d to 3d conversions?
https://github.com/facebookresearch/pifuhd
- Turning 3d scan into tool for animation and mocap with hand made poses
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Where To Start With The Software Side Of Disneys
Yes you're correct. That's why I thought having a dome of raspberry pis around a turntable, getting multiple angles at once, but also the movement would provide a solid dataset to be able to train a neural network to generate a 3D model of a person, or an object or possibly even an animal from a single photo, sort of like PifuHD.
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Need advice w/ customs
PIFuHD
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Weekly Developer Roundup #21 - Sun Nov 08 2020
facebookresearch/pifuhd (Python): High-Resolution 3D Human Digitization from A Single Image.
Deep Java Library (DJL)
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Is deeplearning4j a good choice?
It seems to have been picked up by Eclipse and there is also Oracle Labs' Tribuo and Deep Java Library. All seem active, but I don't know much about any of them. I agree it's probably best to follow the community and use a more popular tool like PyTorch.
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Just want to vent a bit
Although it may be a bit more work, you can do both machine learning and AI in Java. If you are doing deep learning, you can use DeepJavaLibrary (I do work on this one at Amazon). If you are looking for other ML algorithms, I have seen Smile, Tribuo, or some around Spark.
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Best way to combine Python and Java?
Image preprocessing I know less about, but tokenization is something I've dealt with a bunch. There are a few options, either push the tokenizer into the ONNX model and use MS's ONNX Runtime extensions (we've used this when working with sentencepiece tokenizers), port the tokenizer entirely to Java (we did this for BERT), or use a sentencepiece or HF tokenizers wrapper directly (e.g. Amazon's DJL did this - HF, sentencepiece).
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Anybody here using Java for machine learning?
https://djl.ai/ seems very promising. I've played around with it quite a bit, not in real production though. It's a very well documented (https://d2l.djl.ai/) and active project, with Amazon working on it.
- Good document classification library in Java
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2021-09 - Plans & Hopes for Clojure Data Science
Here is link number 1 - Previous text "DJL"
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[D] Java vs Python for Machine learning
To give a contrasting perspective, I think the Java ecosystem is much better suited for many data science tasks, and has a growing and well-maintained set of libraries for general purpose machine learning. I won't list them all, but TF-Java, DJL et al. have implementations of many modern architectures and there are a number of excellent libraries (CoreNLP, Lucene et al.) for working with text.
- Does Java has similar project like this one in C#? (ml, data)
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If it gets better w age, will java become compatible for machine learning and data science?
I think DJL also use use it for their tutorials - https://docs.djl.ai/jupyter/tutorial/01_create_your_first_network.html.
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Machine learning on JVM
AWS Deep Learning more deep learning.
What are some alternatives?
mediapipe - Cross-platform, customizable ML solutions for live and streaming media.
Deeplearning4j - Suite of tools for deploying and training deep learning models using the JVM. Highlights include model import for keras, tensorflow, and onnx/pytorch, a modular and tiny c++ library for running math code and a java based math library on top of the core c++ library. Also includes samediff: a pytorch/tensorflow like library for running deep learning using automatic differentiation.
bevy - A refreshingly simple data-driven game engine built in Rust
Pytorch - Tensors and Dynamic neural networks in Python with strong GPU acceleration
realtime-2D-to-3D-faces - Reconstructing real-time 3D faces from 2D images using deep learning.
youtube-dl-gui - A cross platform front-end GUI of the popular youtube-dl written in wxPython.
Tribuo - Tribuo - A Java machine learning library
C++ Workflow - C++ Parallel Computing and Asynchronous Networking Framework
CoreNLP - CoreNLP: A Java suite of core NLP tools for tokenization, sentence segmentation, NER, parsing, coreference, sentiment analysis, etc.
OpenCorePkg - OpenCore bootloader
Apache Flink - Apache Flink