From 3c54817483e8b588a6bbab9f97243699b51a8afe Mon Sep 17 00:00:00 2001
From: apidwalin <84679338+Apidwalin@users.noreply.github.com>
Date: Wed, 21 Jul 2021 22:32:18 +0700
Subject: [PATCH 1/9] Create blank.yml
---
.github/workflows/blank.yml | 36 ++++++++++++++++++++++++++++++++++++
1 file changed, 36 insertions(+)
create mode 100644 .github/workflows/blank.yml
diff --git a/.github/workflows/blank.yml b/.github/workflows/blank.yml
new file mode 100644
index 0000000..f937a06
--- /dev/null
+++ b/.github/workflows/blank.yml
@@ -0,0 +1,36 @@
+# This is a basic workflow to help you get started with Actions
+
+name: CI
+
+# Controls when the workflow will run
+on:
+ # Triggers the workflow on push or pull request events but only for the master branch
+ push:
+ branches: [ master ]
+ pull_request:
+ branches: [ master ]
+
+ # Allows you to run this workflow manually from the Actions tab
+ workflow_dispatch:
+
+# A workflow run is made up of one or more jobs that can run sequentially or in parallel
+jobs:
+ # This workflow contains a single job called "build"
+ build:
+ # The type of runner that the job will run on
+ runs-on: ubuntu-latest
+
+ # Steps represent a sequence of tasks that will be executed as part of the job
+ steps:
+ # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it
+ - uses: actions/checkout@v2
+
+ # Runs a single command using the runners shell
+ - name: Run a one-line script
+ run: echo Hello, world!
+
+ # Runs a set of commands using the runners shell
+ - name: Run a multi-line script
+ run: |
+ echo Add other actions to build,
+ echo test, and deploy your project.
From cc86274241aa8fc35d6906408cadd7c4d646fc0f Mon Sep 17 00:00:00 2001
From: apidwalin <84679338+Apidwalin@users.noreply.github.com>
Date: Wed, 21 Jul 2021 22:33:52 +0700
Subject: [PATCH 2/9] Update issue templates
---
.github/ISSUE_TEMPLATE/bug_report.md | 38 +++++++++++++++++++++++
.github/ISSUE_TEMPLATE/custom.md | 10 ++++++
.github/ISSUE_TEMPLATE/feature_request.md | 20 ++++++++++++
3 files changed, 68 insertions(+)
create mode 100644 .github/ISSUE_TEMPLATE/bug_report.md
create mode 100644 .github/ISSUE_TEMPLATE/custom.md
create mode 100644 .github/ISSUE_TEMPLATE/feature_request.md
diff --git a/.github/ISSUE_TEMPLATE/bug_report.md b/.github/ISSUE_TEMPLATE/bug_report.md
new file mode 100644
index 0000000..dd84ea7
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/bug_report.md
@@ -0,0 +1,38 @@
+---
+name: Bug report
+about: Create a report to help us improve
+title: ''
+labels: ''
+assignees: ''
+
+---
+
+**Describe the bug**
+A clear and concise description of what the bug is.
+
+**To Reproduce**
+Steps to reproduce the behavior:
+1. Go to '...'
+2. Click on '....'
+3. Scroll down to '....'
+4. See error
+
+**Expected behavior**
+A clear and concise description of what you expected to happen.
+
+**Screenshots**
+If applicable, add screenshots to help explain your problem.
+
+**Desktop (please complete the following information):**
+ - OS: [e.g. iOS]
+ - Browser [e.g. chrome, safari]
+ - Version [e.g. 22]
+
+**Smartphone (please complete the following information):**
+ - Device: [e.g. iPhone6]
+ - OS: [e.g. iOS8.1]
+ - Browser [e.g. stock browser, safari]
+ - Version [e.g. 22]
+
+**Additional context**
+Add any other context about the problem here.
diff --git a/.github/ISSUE_TEMPLATE/custom.md b/.github/ISSUE_TEMPLATE/custom.md
new file mode 100644
index 0000000..48d5f81
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/custom.md
@@ -0,0 +1,10 @@
+---
+name: Custom issue template
+about: Describe this issue template's purpose here.
+title: ''
+labels: ''
+assignees: ''
+
+---
+
+
diff --git a/.github/ISSUE_TEMPLATE/feature_request.md b/.github/ISSUE_TEMPLATE/feature_request.md
new file mode 100644
index 0000000..bbcbbe7
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/feature_request.md
@@ -0,0 +1,20 @@
+---
+name: Feature request
+about: Suggest an idea for this project
+title: ''
+labels: ''
+assignees: ''
+
+---
+
+**Is your feature request related to a problem? Please describe.**
+A clear and concise description of what the problem is. Ex. I'm always frustrated when [...]
+
+**Describe the solution you'd like**
+A clear and concise description of what you want to happen.
+
+**Describe alternatives you've considered**
+A clear and concise description of any alternative solutions or features you've considered.
+
+**Additional context**
+Add any other context or screenshots about the feature request here.
From f78af56dcbc77e170445d42e33856c8393077f20 Mon Sep 17 00:00:00 2001
From: apidwalin <84679338+Apidwalin@users.noreply.github.com>
Date: Wed, 21 Jul 2021 22:52:46 +0700
Subject: [PATCH 3/9] Add files via upload
From 0ad069064fedaddea08e307765e4e933499e35b0 Mon Sep 17 00:00:00 2001
From: apidwalin <84679338+Apidwalin@users.noreply.github.com>
Date: Thu, 22 Jul 2021 13:36:35 +0700
Subject: [PATCH 4/9] SECURITY.md
---
SECURITY.md | 184 ++++++++++++++++++++++++++++++++++++++++++++++++++++
1 file changed, 184 insertions(+)
create mode 100644 SECURITY.md
diff --git a/SECURITY.md b/SECURITY.md
new file mode 100644
index 0000000..a311fd9
--- /dev/null
+++ b/SECURITY.md
@@ -0,0 +1,184 @@
+# TensorFlow Object Detection API
+[](https://github.com/tensorflow/tensorflow/releases/tag/v2.2.0)
+[](https://github.com/tensorflow/tensorflow/releases/tag/v1.15.0)
+[](https://www.python.org/downloads/release/python-360/)
+
+Creating accurate machine learning models capable of localizing and identifying
+multiple objects in a single image remains a core challenge in computer vision.
+The TensorFlow Object Detection API is an open source framework built on top of
+TensorFlow that makes it easy to construct, train and deploy object detection
+models. At Google we’ve certainly found this codebase to be useful for our
+computer vision needs, and we hope that you will as well.
+
+Contributions to the codebase are welcome and we would love to hear back from
+you if you find this API useful. Finally if you use the TensorFlow Object
+Detection API for a research publication, please consider citing:
+
+```
+"Speed/accuracy trade-offs for modern convolutional object detectors."
+Huang J, Rathod V, Sun C, Zhu M, Korattikara A, Fathi A, Fischer I, Wojna Z,
+Song Y, Guadarrama S, Murphy K, CVPR 2017
+```
+
+\[[link](https://arxiv.org/abs/1611.10012)\]\[[bibtex](https://scholar.googleusercontent.com/scholar.bib?q=info:l291WsrB-hQJ:scholar.google.com/&output=citation&scisig=AAGBfm0AAAAAWUIIlnPZ_L9jxvPwcC49kDlELtaeIyU-&scisf=4&ct=citation&cd=-1&hl=en&scfhb=1)\]
+
+
+ 
+
+
+## Support for TensorFlow 2 and 1
+The TensorFlow Object Detection API supports both TensorFlow 2 (TF2) and
+TensorFlow 1 (TF1). A majority of the modules in the library are both TF1 and
+TF2 compatible. In cases where they are not, we provide two versions.
+
+Although we will continue to maintain the TF1 models and provide support, we
+encourage users to try the Object Detection API with TF2 for the following
+reasons:
+
+* We provide new architectures supported in TF2 only and we will continue to
+ develop in TF2 going forward.
+
+* The popular models we ported from TF1 to TF2 achieve the same performance.
+
+* A single training and evaluation binary now supports both GPU and TPU
+ distribution strategies making it possible to train models with synchronous
+ SGD by default.
+
+* Eager execution with new binaries makes debugging easy!
+
+Finally, if are an existing user of the Object Detection API we have retained
+the same config language you are familiar with and ensured that the
+TF2 training/eval binary takes the same arguments as our TF1 binaries.
+
+Note: The models we provide in [TF2 Zoo](g3doc/tf2_detection_zoo.md) and
+[TF1 Zoo](g3doc/tf1_detection_zoo.md) are specific to the TensorFlow major
+version and are not interoperable.
+
+Please select one of the links below for TensorFlow version-specific
+documentation of the Object Detection API:
+
+
+### Tensorflow 2.x
+ *
+ Object Detection API TensorFlow 2
+ *
+ TensorFlow 2 Model Zoo
+
+### Tensorflow 1.x
+ *
+ Object Detection API TensorFlow 1
+ *
+ TensorFlow 1 Model Zoo
+
+
+## Whats New
+
+### TensorFlow 2 Support
+
+We are happy to announce that the TF OD API officially supports TF2! Our release
+includes:
+
+* New binaries for train/eval/export that are designed to run in eager mode.
+* A suite of TF2 compatible (Keras-based) models; this includes migrations of
+ our most popular TF1.x models (e.g., SSD with MobileNet, RetinaNet,
+ Faster R-CNN, Mask R-CNN), as well as a few new architectures for which we
+ will only maintain TF2 implementations:
+
+ 1. CenterNet - a simple and effective anchor-free architecture based on
+ the recent [Objects as Points](https://arxiv.org/abs/1904.07850) paper by
+ Zhou et al.
+ 2. [EfficientDet](https://arxiv.org/abs/1911.09070) - a recent family of
+ SOTA models discovered with the help of Neural Architecture Search.
+
+* COCO pre-trained weights for all of the models provided as TF2 style
+ object-based checkpoints.
+* Access to [Distribution Strategies](https://www.tensorflow.org/guide/distributed_training)
+ for distributed training --- our model are designed to be trainable using sync
+ multi-GPU and TPU platforms.
+* Colabs demo’ing eager mode training and inference.
+
+See our release blogpost [here](https://blog.tensorflow.org/2020/07/tensorflow-2-meets-object-detection-api.html).
+If you are an existing user of the TF OD API using TF 1.x, don’t worry, we’ve
+got you covered.
+
+**Thanks to contributors**: Akhil Chinnakotla, Allen Lavoie, Anirudh Vegesana,
+Anjali Sridhar, Austin Myers, Dan Kondratyuk, David Ross, Derek Chow, Jaeyoun
+Kim, Jing Li, Jonathan Huang, Jordi Pont-Tuset, Karmel Allison, Kathy Ruan,
+Kaushik Shivakumar, Lu He, Mingxing Tan, Pengchong Jin, Ronny Votel, Sara Beery,
+Sergi Caelles Prat, Shan Yang, Sudheendra Vijayanarasimhan, Tina Tian, Tomer
+Kaftan, Vighnesh Birodkar, Vishnu Banna, Vivek Rathod, Yanhui Liang, Yiming Shi,
+Yixin Shi, Yu-hui Chen, Zhichao Lu.
+
+### MobileDet GPU
+
+We have released SSDLite with MobileDet GPU backbone, which achieves 17% mAP
+higher than the MobileNetV2 SSDLite (27.5 mAP vs 23.5 mAP) on a NVIDIA Jetson
+Xavier at comparable latency (3.2ms vs 3.3ms).
+
+Along with the model definition, we are also releasing model checkpoints trained
+on the COCO dataset.
+
+Thanks to contributors: Yongzhe Wang, Bo Chen, Hanxiao Liu, Le An
+(NVIDIA), Yu-Te Cheng (NVIDIA), Oliver Knieps (NVIDIA), and Josh Park (NVIDIA).
+
+### Context R-CNN
+
+We have released [Context R-CNN](https://arxiv.org/abs/1912.03538), a model that
+uses attention to incorporate contextual information images (e.g. from
+temporally nearby frames taken by a static camera) in order to improve accuracy.
+Importantly, these contextual images need not be labeled.
+
+* When applied to a challenging wildlife detection dataset
+ ([Snapshot Serengeti](http://lila.science/datasets/snapshot-serengeti)),
+ Context R-CNN with context from up to a month of images outperforms a
+ single-frame baseline by 17.9% mAP, and outperforms S3D (a 3d convolution
+ based baseline) by 11.2% mAP.
+* Context R-CNN leverages temporal context from the unlabeled frames of a
+ novel camera deployment to improve performance at that camera, boosting
+ model generalizeability.
+
+Read about Context R-CNN on the Google AI blog
+[here](https://ai.googleblog.com/2020/06/leveraging-temporal-context-for-object.html).
+
+We have provided code for generating data with associated context
+[here](g3doc/context_rcnn.md), and a sample config for a Context R-CNN model
+[here](samples/configs/context_rcnn_resnet101_snapshot_serengeti_sync.config).
+
+Snapshot Serengeti-trained Faster R-CNN and Context R-CNN models can be found in
+the
+[model zoo](https://github.com/tensorflow/models/blob/master/research/object_detection/g3doc/tf1_detection_zoo.md#snapshot-serengeti-camera-trap-trained-models).
+
+A colab demonstrating Context R-CNN is provided
+[here](colab_tutorials/context_rcnn_tutorial.ipynb).
+
+Thanks to contributors: Sara Beery, Jonathan Huang, Guanhang Wu, Vivek
+Rathod, Ronny Votel, Zhichao Lu, David Ross, Pietro Perona, Tanya Birch, and the
+Wildlife Insights AI Team.
+
+## Release Notes
+See [notes](g3doc/release_notes.md) for all past releases.
+
+## Getting Help
+
+To get help with issues you may encounter using the TensorFlow Object Detection
+API, create a new question on [StackOverflow](https://stackoverflow.com/) with
+the tags "tensorflow" and "object-detection".
+
+Please report bugs (actually broken code, not usage questions) to the
+tensorflow/models GitHub
+[issue tracker](https://github.com/tensorflow/models/issues), prefixing the
+issue name with "object_detection".
+
+Please check the [FAQ](g3doc/faq.md) for frequently asked questions before
+reporting an issue.
+
+## Maintainers
+
+* Jonathan Huang ([@GitHub jch1](https://github.com/jch1))
+* Vivek Rathod ([@GitHub tombstone](https://github.com/tombstone))
+* Vighnesh Birodkar ([@GitHub vighneshbirodkar](https://github.com/vighneshbirodkar))
+* Austin Myers ([@GitHub austin-myers](https://github.com/austin-myers))
+* Zhichao Lu ([@GitHub pkulzc](https://github.com/pkulzc))
+* Ronny Votel ([@GitHub ronnyvotel](https://github.com/ronnyvotel))
+* Yu-hui Chen ([@GitHub yuhuichen1015](https://github.com/yuhuichen1015))
+* Derek Chow ([@GitHub derekjchow](https://github.com/derekjchow))
From bfbb15e1aa431720ad2f0901d52cde58fe723a1b Mon Sep 17 00:00:00 2001
From: apidwalin <84679338+Apidwalin@users.noreply.github.com>
Date: Thu, 22 Jul 2021 13:37:40 +0700
Subject: [PATCH 5/9] Update issue templates
---
.github/ISSUE_TEMPLATE/feature_request.md | 20 --------------------
1 file changed, 20 deletions(-)
delete mode 100644 .github/ISSUE_TEMPLATE/feature_request.md
diff --git a/.github/ISSUE_TEMPLATE/feature_request.md b/.github/ISSUE_TEMPLATE/feature_request.md
deleted file mode 100644
index bbcbbe7..0000000
--- a/.github/ISSUE_TEMPLATE/feature_request.md
+++ /dev/null
@@ -1,20 +0,0 @@
----
-name: Feature request
-about: Suggest an idea for this project
-title: ''
-labels: ''
-assignees: ''
-
----
-
-**Is your feature request related to a problem? Please describe.**
-A clear and concise description of what the problem is. Ex. I'm always frustrated when [...]
-
-**Describe the solution you'd like**
-A clear and concise description of what you want to happen.
-
-**Describe alternatives you've considered**
-A clear and concise description of any alternative solutions or features you've considered.
-
-**Additional context**
-Add any other context or screenshots about the feature request here.
From bfe9302d09425034b611784e8b0eb1c4e07ea9ce Mon Sep 17 00:00:00 2001
From: apidwalin <84679338+Apidwalin@users.noreply.github.com>
Date: Thu, 22 Jul 2021 14:01:31 +0700
Subject: [PATCH 6/9] Add files via upload
From 96966675225810da8b7b39b9ea8040a66f421889 Mon Sep 17 00:00:00 2001
From: apidwalin <84679338+Apidwalin@users.noreply.github.com>
Date: Thu, 22 Jul 2021 14:01:46 +0700
Subject: [PATCH 7/9] Delete README.md
---
README.md | 22 ----------------------
1 file changed, 22 deletions(-)
delete mode 100644 README.md
diff --git a/README.md b/README.md
deleted file mode 100644
index 9e8042c..0000000
--- a/README.md
+++ /dev/null
@@ -1,22 +0,0 @@
-# TensorFlowObjectDetectionTutorial
-
-
-This is a "short" (rather lengthy) tutorial that started off as self notes on how to set-up and get going with the TensorFlow Object Detection API.
-
-There currently exist several versions of the tutorial, corresponding to the various different versions of TensorFlow. The two major versions are outlined below.
-
-## TensorFlow 2 Object Detection API tutorial
-
-[](https://github.com/tensorflow/tensorflow/releases/tag/v2.5.0) [](http://tensorflow-object-detection-api-tutorial.readthedocs.io/en/latest/?badge=latest)
-
-Since July 10, 2020 TensorFlow [announced that the Object Detection API officially supports TensorFlow 2](https://blog.tensorflow.org/2020/07/tensorflow-2-meets-object-detection-api.html). Therefore, an updated version of the tutorial was created to cover TensorFlow 2.
-
-To read the tutorial, visit [http://tensorflow-object-detection-api-tutorial.readthedocs.io](http://tensorflow-object-detection-api-tutorial.readthedocs.io).
-
-## TensorFlow Object Detection API tutorial
-
-[](https://github.com/tensorflow/tensorflow/releases/tag/v1.14.0) [](http://tensorflow-object-detection-api-tutorial.readthedocs.io/en/tensorflow-1.14/?badge=tensorflow-1.14)
-
-Originally, the tutorial was written with TensorFlow 1 in mind. Since it is possible that many users will still be interested in working with TensorFlow 1, a version of this tutorial will also be maintained for the foreseeable future.
-
-To read the tutorial, visit [https://tensorflow-object-detection-api-tutorial.readthedocs.io/en/tensorflow-1.14/](https://tensorflow-object-detection-api-tutorial.readthedocs.io/en/tensorflow-1.14/).
From 5870337c43cb7a1ecb6bf731c6eba8dcd1e62a4f Mon Sep 17 00:00:00 2001
From: apidwalin <84679338+Apidwalin@users.noreply.github.com>
Date: Thu, 22 Jul 2021 14:02:04 +0700
Subject: [PATCH 8/9] Create README.md
---
README.md | 22 ++++++++++++++++++++++
1 file changed, 22 insertions(+)
create mode 100644 README.md
diff --git a/README.md b/README.md
new file mode 100644
index 0000000..9e8042c
--- /dev/null
+++ b/README.md
@@ -0,0 +1,22 @@
+# TensorFlowObjectDetectionTutorial
+
+
+This is a "short" (rather lengthy) tutorial that started off as self notes on how to set-up and get going with the TensorFlow Object Detection API.
+
+There currently exist several versions of the tutorial, corresponding to the various different versions of TensorFlow. The two major versions are outlined below.
+
+## TensorFlow 2 Object Detection API tutorial
+
+[](https://github.com/tensorflow/tensorflow/releases/tag/v2.5.0) [](http://tensorflow-object-detection-api-tutorial.readthedocs.io/en/latest/?badge=latest)
+
+Since July 10, 2020 TensorFlow [announced that the Object Detection API officially supports TensorFlow 2](https://blog.tensorflow.org/2020/07/tensorflow-2-meets-object-detection-api.html). Therefore, an updated version of the tutorial was created to cover TensorFlow 2.
+
+To read the tutorial, visit [http://tensorflow-object-detection-api-tutorial.readthedocs.io](http://tensorflow-object-detection-api-tutorial.readthedocs.io).
+
+## TensorFlow Object Detection API tutorial
+
+[](https://github.com/tensorflow/tensorflow/releases/tag/v1.14.0) [](http://tensorflow-object-detection-api-tutorial.readthedocs.io/en/tensorflow-1.14/?badge=tensorflow-1.14)
+
+Originally, the tutorial was written with TensorFlow 1 in mind. Since it is possible that many users will still be interested in working with TensorFlow 1, a version of this tutorial will also be maintained for the foreseeable future.
+
+To read the tutorial, visit [https://tensorflow-object-detection-api-tutorial.readthedocs.io/en/tensorflow-1.14/](https://tensorflow-object-detection-api-tutorial.readthedocs.io/en/tensorflow-1.14/).
From da8c416ca5e0d58cf007e6c1ce5316b66ebf9774 Mon Sep 17 00:00:00 2001
From: apidwalin <84679338+Apidwalin@users.noreply.github.com>
Date: Thu, 22 Jul 2021 14:10:04 +0700
Subject: [PATCH 9/9] Update issue templates
---
.github/ISSUE_TEMPLATE/feature_request.md | 20 ++++++++++++++++++++
1 file changed, 20 insertions(+)
create mode 100644 .github/ISSUE_TEMPLATE/feature_request.md
diff --git a/.github/ISSUE_TEMPLATE/feature_request.md b/.github/ISSUE_TEMPLATE/feature_request.md
new file mode 100644
index 0000000..bbcbbe7
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/feature_request.md
@@ -0,0 +1,20 @@
+---
+name: Feature request
+about: Suggest an idea for this project
+title: ''
+labels: ''
+assignees: ''
+
+---
+
+**Is your feature request related to a problem? Please describe.**
+A clear and concise description of what the problem is. Ex. I'm always frustrated when [...]
+
+**Describe the solution you'd like**
+A clear and concise description of what you want to happen.
+
+**Describe alternatives you've considered**
+A clear and concise description of any alternative solutions or features you've considered.
+
+**Additional context**
+Add any other context or screenshots about the feature request here.