Transfer Learning Toolkit¶

Computer Vision¶

Image Classification
- Preparing the Input Data Structure
- Creating an Experiment Spec File - Specification File for Classification
- Training the model
- Evaluating the Model
- Running Inference on a Model
- Pruning the Model
- Re-training the Pruned Model
- Exporting the model
- Deploying to DeepStream
Object Detection
- Offline Data Augmentation
- Data Input for Object Detection
- DetectNet_v2
- FasterRCNN
- YOLOv3
- YOLOv4
- SSD
- DSSD
- RetinaNet
Instance Segmentation
- Data Input for Instance Segmentation
- MaskRCNN
- Exporting the Model
- Deploying to DeepStream
Semantic Segmentation
- Data Input for Semantic Segmentation
- UNET
Labeling Data Format
- Json Label Data Format
Emotion Classification
- Pre-processing the Dataset
- Creating an Experiment Specification File
- Training the Model
- Evaluating the Model
- Run Inference on the Model
- Deploying to the TLT CV Inference Pipeline
Gaze Estimation
- Pre-processing the Dataset
- Creating an Experiment Specification File
- Training the Model
- Evaluating the Model
- Run Inference on the Model
- Deploying to the TLT CV Inference Pipeline
Character Recognition
- LPRNet
Facial Landmarks Estimation
- Facial Landmarks
- Dataset Preparation
- Creating an Experiment Spec file
- Training the model
- Evaluating the model
- Inference of the model
- Exporting the model
- Deploying to the TLT CV Inference Pipeline
Gesture Recognition
- Pre-processing the Dataset
- Creating a Configuration File
- Training the Model
- Evaluating the Model
- Running Inference on the Model
- Exporting the Model
- Deploying to the TLT CV Inference Pipeline
Heart Rate Estimation
- Data Input for Heart Rate Estimation
- HeartRateNet Data Format
- Creating a Configuration File To Generate TFRecords
- Generating TFRecords
- Creating a Configuration File to Train and Evaluate Heart Rate Network
- Training the Model
- Evaluating the Model
- Running Inference on the Model
- Exporting the Model
PeopleNet
- Training algorithm
- Intended use case
LPDNet
- Training algorithm
- Intended use case
License Plate Recognition Model (LPRNet)
- Training algorithm
- Intended use case
DashCamNet
- Training algorithm
- Intended use case
TrafficCamNet
- Training algorithm
- Intended Use Case
FaceDetect-IR
- Training algorithm
- Intended use case
VehicleMakeNet
- Training Algorithm
- Intended Use
VehicleTypeNet
- Training Algorithm
- Intended Use
PeopleSegNet
- Training Algorithm
- Intended Use

Conversational AI¶

More Information¶