deepdetect
coco-annotator
| deepdetect | coco-annotator | |
|---|---|---|
| 4 | 7 | |
| 2,495 | 2,011 | |
| 0.2% | - | |
| 6.7 | 0.0 | |
| 8 days ago | 6 months ago | |
| C++ | Vue | |
| GNU General Public License v3.0 or later | MIT License |
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deepdetect
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Exploring Open-Source Alternatives to Landing AI for Robust MLOps
For those seeking a lightweight solution for setting up deep learning REST APIs across platforms without the complexity of Kubernetes, Deepdetect is worth considering.
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[D] Deep Learning Framework for C++.
But you need to have good reasons to do it. Ours is that we have a multi-backend framework, and that we don't want any step in between dev & run. C++ allows for this since the same code can run on training server and edge device as needed. It also allows for building full AI applicatioms with great performances (e g. real time) We dev & use https://github.com/jolibrain/deepdetect for these purposes and it serves us very well, but it's not the faint of heart !
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[P] Real-time AR for jewelry virtual try on that looks real, done with joliGAN, based on a few 2D videos and no 3D model
- Real-time is achieved through our full C++ Open Source backend DeepDetect, https://github.com/jolibrain/deepdetect. We use CUDA along with OpenCV and TensorRT to chain multiple models (ring detection and generator mostly), and we make sure the data remain within CUDA memory at all time. This allows us to reach ~60 FPS on 1080Ti and 20% more on average on an RTX3090.
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[P] Benchmarking OpenBLAS on an Apple MacBook M1
Interesting, thanks. Recently benchmarked inference with Vulkan/MoltenVK/NCNN, M1 GPU is roughly 30% faster than M1 CPU, https://github.com/jolibrain/deepdetect/pull/1105 for single batch inference (NCNN does not really support batch size > 1).
coco-annotator
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Exploring Open-Source Alternatives to Landing AI for Robust MLOps
For instance, the COCO Annotator is a web-based image annotation tool tailored for the COCO dataset format, allowing collaborative labeling with features like attribute tagging and automatic segmentation. Similarly, Label Studio offers an easy-to-use interface for bounding box object labeling in images.
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[D] Labeling tool runs locally on my machine, but there is an option for creating multiple users?
I'm trying to use Coco-annotator: https://github.com/jsbroks/coco-annotator
- Does anyone knows any free annotation tool for keypoints in coco format
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Detectron2: No instances in prediction
I'm trying to train Detectron2 on a custom dataset that I annotated with coco-annotator. After training I wanted to predict Instances of my Image, but I dont get any shown.
- Using properly the API
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“Frameworks” for labeling training data (imagery)?
I've used Coco Annotator in a project before, we hosted it on an Azure VM. Really nice tool, can make multiple users, export in generic coco format, use bounding boxes on annotations, etc.
What are some alternatives?
ncnn - ncnn is a high-performance neural network inference framework optimized for the mobile platform
cvat - Annotate better with CVAT, the industry-leading data engine for machine learning. Used and trusted by teams at any scale, for data of any scale. [Moved to: https://github.com/cvat-ai/cvat]
netron - Visualizer for neural network, deep learning and machine learning models
labelImg - LabelImg is now part of the Label Studio community. The popular image annotation tool created by Tzutalin is no longer actively being developed, but you can check out Label Studio, the open source data labeling tool for images, text, hypertext, audio, video and time-series data.
tensorflow-wheels - Tensorflow Wheels
label-studio - Label Studio is a multi-type data labeling and annotation tool with standardized output format
YoloV7-ncnn-Jetson-Nano - YoloV7 for a Jetson Nano using ncnn.
Universal Data Tool - Collaborate & label any type of data, images, text, or documents, in an easy web interface or desktop app.
mdspan - Reference implementation of mdspan targeting C++23
mlnotify - 🔔 No need to keep checking your training - just one import line and you'll know the second it's done.
mmaction2 - OpenMMLab's Next Generation Video Understanding Toolbox and Benchmark
labelImg - LabelImg is now part of the Label Studio community. The popular image annotation tool created by Tzutalin is no longer actively being developed, but you can check out Label Studio, the open source data labeling tool for images, text, hypertext, audio, video and time-series data. [Moved to: https://github.com/HumanSignal/labelImg]