{ "id": 210570, "title": "Object detection library", "url": "/competitions/vinbigdata-chest-xray-abnormalities-detection/discussion/210570", "author_name": "corochann", "post_date": "2021-01-11T09:53:24.842000", "votes": 16, "comment_count": 6, "views": 0, "content": "

This competition is object detection task.
\nWhat kind of library can we use?

\n

I will list up few of them, please add your favorite object detection library to use!

\n

pytorch

\n

torchvision

\n\n

detectron2:

\n\n

yolov5:

\n\n

tensorflow

\n

tensorflow:

\n\n

tensorflow supports object detection model in its main repository.

", "messages": [ { "id": 1148681, "postDate": "2021-01-11T09:53:24.843Z", "content": "

This competition is object detection task.
\nWhat kind of library can we use?

\n

I will list up few of them, please add your favorite object detection library to use!

\n

pytorch

\n

torchvision

\n\n

detectron2:

\n\n

yolov5:

\n\n

tensorflow

\n

tensorflow:

\n\n

tensorflow supports object detection model in its main repository.

", "rawMarkdown": "This competition is object detection task.\nWhat kind of library can we use?\n\nI will list up few of them, please add your favorite object detection library to use!\n\n## pytorch \n### torchvision\n\n - github: https://github.com/pytorch/vision\n - tutorial link: https://pytorch.org/tutorials/intermediate/torchvision_tutorial.html\n - **kernel for this competition**\n - https://www.kaggle.com/pestipeti/vinbigdata-fasterrcnn-pytorch-train\n - https://www.kaggle.com/pestipeti/vinbigdata-fasterrcnn-pytorch-inference\n\n\n### detectron2: \n\n - github: https://github.com/facebookresearch/detectron2\n - quick start on colab notebook: https://colab.research.google.com/drive/16jcaJoc6bCFAQ96jDe2HwtXj7BMD_-m5\n - **kernel for this competition**\n - https://www.kaggle.com/corochann/vinbigdata-detectron2-train\n - https://www.kaggle.com/corochann/vinbigdata-detectron2-prediction\n\n### yolov5: \n\n - github: https://github.com/ultralytics/yolov5 \n - discussion: https://www.kaggle.com/c/vinbigdata-chest-xray-abnormalities-detection/discussion/207679\n\n - **kernel for this competition**\n - https://www.kaggle.com/awsaf49/vinbigdata-cxr-ad-yolov5-14-class-train\n - https://www.kaggle.com/awsaf49/vinbigdata-cxr-ad-yolov5-14-class-infer\n\n\n## tensorflow\n\n### tensorflow: \n\n - github: https://github.com/tensorflow/models/tree/master/research/object_detection\n - tutorial: https://tensorflow-object-detection-api-tutorial.readthedocs.io/en/latest/training.html\n\ntensorflow supports object detection model in its main repository.\n\n", "votes": 16 }, { "id": 1148929, "postDate": "2021-01-11T13:34:55.483Z", "content": "

I published detectron2 baseline tutorial:
\n - https://www.kaggle.com/corochann/vinbigdata-detectron2-train
\n - https://www.kaggle.com/corochann/vinbigdata-detectron2-prediction

", "rawMarkdown": "I published detectron2 baseline tutorial:\n - https://www.kaggle.com/corochann/vinbigdata-detectron2-train\n - https://www.kaggle.com/corochann/vinbigdata-detectron2-prediction", "votes": 3 }, { "id": 1149593, "postDate": "2021-01-12T01:43:09.807Z", "content": "

I realized that most people use PyTorch. I'm using TensorFlow and couldn't find pre-trained ResNext models 🙏

", "rawMarkdown": "I realized that most people use PyTorch. I'm using TensorFlow and couldn't find pre-trained ResNext models 🙏", "votes": 2, "replies": [ { "id": 1149928, "postDate": "2021-01-12T08:53:29.667Z", "content": "

I'm using tensorflow object detection api, and you can define your own backbone to be compatible with all detection architetures. Are you using a different framework?

", "rawMarkdown": "I'm using tensorflow object detection api, and you can define your own backbone to be compatible with all detection architetures. Are you using a different framework?", "votes": 1 }, { "id": 1150268, "postDate": "2021-01-12T13:40:51.100Z", "content": "

I'm interested in what kind of tools/libraries are provided with tensorflow!

", "rawMarkdown": "I'm interested in what kind of tools/libraries are provided with tensorflow!" }, { "id": 1153669, "postDate": "2021-01-15T04:35:08.263Z", "content": "

@corochann @lazcoder Thanks a lot for the information👍

\n

Please do check out a notebook which presents data preparation, training and inference using the TF2 Object Detection API.
\nhttps://www.kaggle.com/sreevishnudamodaran/vbd-efficientdet-tf2-object-detection-api-gpu

", "rawMarkdown": "@corochann @lazcoder Thanks a lot for the information👍\n\nPlease do check out a notebook which presents data preparation, training and inference using the TF2 Object Detection API. \nhttps://www.kaggle.com/sreevishnudamodaran/vbd-efficientdet-tf2-object-detection-api-gpu", "votes": 1 }, { "id": 1156734, "postDate": "2021-01-17T11:25:17.823Z", "content": "

@ptran1203 @corochann I've published a notebook with a slightly different approach to object detection api, that in my opinion should give a better control of what is going on.

", "rawMarkdown": "@ptran1203 @corochann I've published a [notebook](https://www.kaggle.com/lazcoder/tf2-object-detection-api-efficientdet-b0) with a slightly different approach to object detection api, that in my opinion should give a better control of what is going on. ", "votes": 1 } ] } ], "comments": [ { "id": 1148929, "author_name": "corochann", "author_url": "", "post_date": "2021-01-11T13:34:55.483000", "content": "

I published detectron2 baseline tutorial:
\n - https://www.kaggle.com/corochann/vinbigdata-detectron2-train
\n - https://www.kaggle.com/corochann/vinbigdata-detectron2-prediction

", "votes": 3, "replies": [] }, { "id": 1149593, "author_name": "Phat Tran", "author_url": "", "post_date": "2021-01-12T01:43:09.807000", "content": "

I realized that most people use PyTorch. I'm using TensorFlow and couldn't find pre-trained ResNext models 🙏

", "votes": 2, "replies": [ { "id": 1149928, "author_name": "LAZCoder", "author_url": "", "post_date": "2021-01-12T08:53:29.667000", "content": "

I'm using tensorflow object detection api, and you can define your own backbone to be compatible with all detection architetures. Are you using a different framework?

", "votes": 1, "replies": [] }, { "id": 1150268, "author_name": "corochann", "author_url": "", "post_date": "2021-01-12T13:40:51.100000", "content": "

I'm interested in what kind of tools/libraries are provided with tensorflow!

", "votes": 0, "replies": [] }, { "id": 1153669, "author_name": "Sreevishnu Damodaran", "author_url": "", "post_date": "2021-01-15T04:35:08.263000", "content": "

@corochann @lazcoder Thanks a lot for the information👍

\n

Please do check out a notebook which presents data preparation, training and inference using the TF2 Object Detection API.
\nhttps://www.kaggle.com/sreevishnudamodaran/vbd-efficientdet-tf2-object-detection-api-gpu

", "votes": 1, "replies": [] }, { "id": 1156734, "author_name": "LAZCoder", "author_url": "", "post_date": "2021-01-17T11:25:17.823000", "content": "

@ptran1203 @corochann I've published a notebook with a slightly different approach to object detection api, that in my opinion should give a better control of what is going on.

", "votes": 1, "replies": [] } ] } ], "raw_markdown_by_id": { "1148681": "This competition is object detection task.\nWhat kind of library can we use?\n\nI will list up few of them, please add your favorite object detection library to use!\n\n## pytorch \n### torchvision\n\n - github: https://github.com/pytorch/vision\n - tutorial link: https://pytorch.org/tutorials/intermediate/torchvision_tutorial.html\n - **kernel for this competition**\n - https://www.kaggle.com/pestipeti/vinbigdata-fasterrcnn-pytorch-train\n - https://www.kaggle.com/pestipeti/vinbigdata-fasterrcnn-pytorch-inference\n\n\n### detectron2: \n\n - github: https://github.com/facebookresearch/detectron2\n - quick start on colab notebook: https://colab.research.google.com/drive/16jcaJoc6bCFAQ96jDe2HwtXj7BMD_-m5\n - **kernel for this competition**\n - https://www.kaggle.com/corochann/vinbigdata-detectron2-train\n - https://www.kaggle.com/corochann/vinbigdata-detectron2-prediction\n\n### yolov5: \n\n - github: https://github.com/ultralytics/yolov5 \n - discussion: https://www.kaggle.com/c/vinbigdata-chest-xray-abnormalities-detection/discussion/207679\n\n - **kernel for this competition**\n - https://www.kaggle.com/awsaf49/vinbigdata-cxr-ad-yolov5-14-class-train\n - https://www.kaggle.com/awsaf49/vinbigdata-cxr-ad-yolov5-14-class-infer\n\n\n## tensorflow\n\n### tensorflow: \n\n - github: https://github.com/tensorflow/models/tree/master/research/object_detection\n - tutorial: https://tensorflow-object-detection-api-tutorial.readthedocs.io/en/latest/training.html\n\ntensorflow supports object detection model in its main repository.\n\n", "1148929": "I published detectron2 baseline tutorial:\n - https://www.kaggle.com/corochann/vinbigdata-detectron2-train\n - https://www.kaggle.com/corochann/vinbigdata-detectron2-prediction", "1149593": "I realized that most people use PyTorch. I'm using TensorFlow and couldn't find pre-trained ResNext models 🙏" } }