Deploy yolo_v4 to Deepstream 7.0
Please provide the following information when requesting support. • Hardware (T4/V100/Xavier/Nano/etc) T4 • Network Type (Detectnet_v2/Faster_rcnn/Yolo_v4/LPRnet/Mask_rcnn/Classification/etc) yolo_v4...
View ArticleTraining with OCRNet 2.0 - Looking at old 1.0 jupyter notebook example
Hi everyone I have configured OCRNet with TAO from this Jupyter notebook tao_tutorials/notebooks/tao_launcher_starter_kit/ocrnet/ocrnet.ipynb at main · NVIDIA/tao_tutorials · GitHub The notebook is...
View ArticleDealing with Class Imbalance in SegFormer Semantic Segmentation
Please provide the following information when requesting support. • Hardware (T4/V100/Xavier/Nano/etc) T4 • Network Type (Detectnet_v2/Faster_rcnn/Yolo_v4/LPRnet/Mask_rcnn/Classification/etc)...
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DetectNet v2 dataset augmentation opposite zoom min/max
• Network Type: Detectnet_v2 • TLT Version: 4.0.1 (docker image 4.0.1-tf1.15.5) We are training a DetectNet_v2 on our own dataset. Our dataset has a known bias towards a specific object size (~100px...
View ArticleIssues Running Jupyter Notebook While setting up TAO
Please provide the following information when requesting support. • Hardware (RTX 4060Ti) Hi, I am having trouble while trying to get NVIDIA TAO working on my machine. I am currently following the...
View ArticleFInetuning of PoseClassificationNet
HI there iam currently working on Fine-tuning of PoseClassificationNet and currently i have seperated videos of different poses like walking,standing etc now i have also run the dataset convert...
View ArticleClassification Pyt training error :: Expected to have finished reduction in...
I am trying to train a vehicle classification model with TAO Classification pytorch. • Hardware ( RTX 2060) • Network Type (Classification pyt) • TLT Version ( nvidia/tao/tao-toolkit: 5.5.0-pyt: ) •...
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Trouble with tao deploy detectnet_v2 evaluate on engine file -AssertionError:...
• Hardware NVIDIA TITAN Xp . Computer has Intel® Xeon(R) CPU X5680 @ 3.33GHz × 12 with 24Gb ram and is running Ubuntu 22.04.5 LTS • Network Type Detectnet_v2 • TAO Version (Please run “tlt info...
View ArticleNVIDIA TAO - Pre-fetch base experiments / networks for offline use
We have deployed NVIDIA TAO 5.3 API on an EKS cluster and successfully trained various models. I noticed in the TAO source code (and kubectl logs) that base experiment files are pulled from NGC at the...
View ArticleHandling Multi-Person Pose Data for PoseClassificationNet Fine-Tuning
I am working on fine-tuning the PoseClassificationNet within the Pose Classification pipeline, and I need guidance on handling multi-person scenarios in video clips during dataset preparation. Current...
View ArticleError when fetching dataset_convert spec schema (COCO object detection)
I’ve uploaded a COCO object detection dataset successfully to my TAO API endpoint. dataset_convert fails, though. If using the notebook: ds_format = "coco" ds_type = "object_detection" Trying to fetch...
View ArticleInavalid Input PAF dimensions
Hi there i have been asked to raise the questions on this forum and pelase help me out in this,I have fine tuned Bodyposenet model on coco 2017 dataset and iam having issues that can be explroed in...
View ArticleError with tao-converter for GazeNet: "Model has dynamic shape but no...
Hello everyone I’m encountering an issue while trying to convert a GazeNet model using tao-converter in the TAO Toolkit environment. The conversion fails with an error about dynamic shapes and missing...
View ArticleData Aumentation techniques in Nvidia Tao
Please provide the following information when requesting support. • Hardware (T4/V100/Xavier/Nano/etc) : A40 • Network Type (Detectnet_v2/Faster_rcnn/Yolo_v4/LPRnet/Mask_rcnn/Classification/etc) :...
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Export classification model using classification_tf1
Please provide the following information when requesting support. • Hardware (T4/V100/Xavier/Nano/etc): I used the T4 GPU. • Network Type...
View ArticleInvalid argument: model input NHWC/NCHW require 3 dims for...
Please provide the following information when requesting support. • Hardware (Other GPU) • Network Type (visual_changenet_segmentation_tao) I trained the change net and tested it through tao...
View ArticleTao_classification_pyt requirement.txt in /deps missing
TAO Classification_pyt example in notebook • How to reproduce the issue ? (This is for errors. Please share the command line and the detailed log here.) Run jupyter notebook classification .ipynb Cell...
View ArticleProblem generating TensorRT engine with Tao Deploy Container
I have been having problems using the Tao Deploy Container 5.5.0 to generate a TensorRT engine from an onnx model. Here is the command line I am using. Below that is the error logs & a copy of my...
View ArticleAccuracy not improving even after changing the input dim of DetectnetV2 Tao
Please provide the following information when requesting support. • Hardware (T4/V100/Xavier/Nano/etc) : A40 • Network Type (Detectnet_v2/Faster_rcnn/Yolo_v4/LPRnet/Mask_rcnn/Classification/etc) :...
View ArticleTAO API on Openshift - Invalid NGC API KEY
Hello, I have a TAO API instance installed on an Openshift 4.16 cluster running CoreOS with two L40 cards. I installed it using the helm chart available from the NGC Catalog website. Pods are working,...
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