Releases: sglvladi/TensorFlowObjectDetectionTutorial
TensorFlowObjectDetectionTutorial-v2.5.0
Target Software versions
Framework | Version |
---|---|
OS | Windows, Linux 1 |
Python | 3.9 |
Tensorflow | 2.5 |
CUDA Toolkit | 11.2 |
CuDNN | 8.1.0 |
Anaconda | Python 3.8 |
[1] Even though this tutorial is mostly based (and properly tested) on Windows 10, information is also provided for Linux systems.
Updates
- Updated material for Tensoflow 2.5.0
TensorFlowObjectDetectionTutorial-v2.2.1
Target Software versions
Framework | Version |
---|---|
OS | Windows, Linux 1 |
Python | 3.8 |
Tensorflow | 2.2 |
CUDA Toolkit | 10.1 |
CuDNN | 7.6.5 |
Anaconda | Python 3.7 |
[1] Even though this tutorial is mostly based (and properly tested) on Windows 10, information is also provided for Linux systems.
Updates
- Minor spelling issues fixed through #54 and #69
- Added case insensitive search on regex image extensions in partition_dataset.py through #64
- Fixed problem for XML files with additional tags in generate_tfrecord.py through #75
TensorFlowObjectDetectionTutorial-v1.14.3
Target Software versions
Framework | Version |
---|---|
OS | Windows, Linux 1 |
Python | 3.7 |
Tensorflow | 1.14 |
CUDA Toolkit | 10.0 |
CuDNN | 7.6.5 |
Anaconda | Python 3.7 |
[1] Even though this tutorial is mostly based (and properly tested) on Windows 10, information is also provided for Linux systems.
Updates
- Corrected TensorFlow Model Detection Zoo links
TensorFlowObjectDetectionTutorial-v2.2.0
Target Software versions
Framework | Version |
---|---|
OS | Windows, Linux 1 |
Python | 3.8 |
Tensorflow | 2.2 |
CUDA Toolkit | 10.1 |
CuDNN | 7.6.5 |
Anaconda | Python 3.7 |
[1] Even though this tutorial is mostly based (and properly tested) on Windows 10, information is also provided for Linux systems.
Updates
- Updated the tutorial for TensorFlow 2
- Added examples using
sphinx-gallery
TensorFlowObjectDetectionTutorial-v1.14.2
Target Software versions
Framework | Version |
---|---|
OS | Windows, Linux 1 |
Python | 3.7 |
Tensorflow | 1.14 |
CUDA Toolkit | 10.0 |
CuDNN | 7.6.5 |
Anaconda | Python 3.7 |
[1] Even though this tutorial is mostly based (and properly tested) on Windows 10, information is also provided for Linux systems.
Updates
- Removed
,
s inconda install
under the TensorFlow Models Installation section, which threw an error - Fixed several typos of the word TensorFlow
TensorFlowObjectDetectionTutorial-v1.14.1
Target Software versions
Framework | Version |
---|---|
OS | Windows, Linux 1 |
Python | 3.7 |
Tensorflow | 1.14 |
CUDA Toolkit | 10.0 |
CuDNN | 7.6.5 |
Anaconda | Python 3.7 |
[1] Even though this tutorial is mostly based (and properly tested) on Windows 10, information is also provided for Linux systems.
Updates
- Fixed missing images in Installation section
TensorFlowObjectDetectionTutorial-v1.14.0
Target Software versions
Framework | Version |
---|---|
OS | Windows, Linux 1 |
Python | 3.7 |
Tensorflow | 1.14 |
CUDA Toolkit | 10.0 |
CuDNN | 7.6.5 |
Anaconda | Python 3.7 |
[1] Even though this tutorial is mostly based (and properly tested) on Windows 10, information is also provided for Linux systems.
Updates
- Updated for TensorFlow 1.14, CUDA 10.0 and CuDNN 7.6.5
- Added dataset partitioning instructions and macro script
- Added instructions for training/evaluation
model_main.py
script - Added model evaluation instructions
TensorFlowObjectDetectionTutorial-v1.9.1
Target Software versions
Framework | Version |
---|---|
OS | Windows, Linux 1 |
Python | 3.6 |
Tensorflow | 1.9 |
CUDA Toolkit | v9.0 |
CuDNN | v7.0.5 |
Anaconda | Python 3.7 |
[1] Even though this tutorial is mostly based (and properly tested) on Windows 10, information is also provided for Linux systems.
Updates
- Added cython to prerequisites of Tensorflow models.
TensorFlowObjectDetectionTutorial-v1.9.0
Target Software versions
Framework | Version |
---|---|
OS | Windows, Linux 1 |
Python | 3.6 |
Tensorflow | 1.9 |
CUDA Toolkit | v9.0 |
CuDNN | v7.0.5 |
Anaconda | Python 3.7 |
[1] Even though this tutorial is mostly based (and properly tested) on Windows 10, information is also provided for Linux systems.
Updates
- Updated to Anaconda Python 3.7 distribution
- Added installation information for Linux systems.
- Updated tutorial to point latest Tensorflow models version (used since v2.1)
TensorFlowObjectDetectionTutorial-v1.6
Initial version of the tutorial.
Target Software versions
Framework | Version |
---|---|
OS | Windows, Linux 1 |
Python | 3.6 |
Tensorflow | 1.6 |
CUDA Toolkit | v9.0 |
CuDNN | v7.0.5 |
Anaconda | Python 3.6 |
[1] Even though this tutorial is based on Windows 10, most steps (excluding the setting of environmental variables) should apply for Linux, too.