LPRNet Not Available in TAO Toolkit 5.0.0
LPRNet Not Available in TAO Toolkit 5.0.0 (nvcr.io/nvidia/tao/tao-toolkit:5.0.0-pyt) Hello, I’m currently trying to train an LPRNet model using the official NVIDIA TAO Toolkit, following the...
View ArticleTAO Toolkit: Telemetry SSL Certificate Expired Error
I am encountering a persistent warning message during my TAO Toolkit training runs, and while the commands are completing successfully, I wanted to bring it to your attention as it points to an SSL...
View ArticleTAO toolkit and deepstream compatible with 5090 GPU
When I can use mine 5090 GPU with TAO and deepstream? when the compatible version of TAO and deepstream will be released? 2 posts - 2 participants Read full topic
View ArticleDetectnet_V2 ONNX inference code
• Hardware (NVIDIA RTX 3080Ti) • Network Type (Detectnet_v2) • TLT Version (TAO 5.5.0) • Training spec file(random_seed: 42 dataset_config { data_sources { tfrecords_path:...
View ArticleExporting TAO trained Detectnet_V2 (Resnet18) for use in INT8 mode on Jetson...
Please provide the following information when requesting support. • Training Hardware: Nvidia RTX 3060/3090 DGPU • Deployment Target Hardware: Jetson Orin NX 16GB • Network Type: Detectnet_v2 +...
View ArticleTrain with Mask R-CNN with Grayscale images
Hello, Is there any way to train, prune, retrain, export and deploy in FP32 and INT8 (the full pipeline) a mask r-cnn model with grayscale images, using the TAO Toolkit. I mean a model that accepts...
View ArticleBYOM license check
• BYOM • TLT Version : v5.3.0/v5.5.0 Hi, We identified that the dependent libraries associated with BYOM have GPL license. Please confirm about the dependent libraries if there is any restriction in...
View ArticleCannot convert .etlt model to .engine using "tao deploy detectnet_v2...
• Hardware (T4/V100/Xavier/Nano/etc): Xavier NX • Network Type (Detectnet_v2/Faster_rcnn/Yolo_v4/LPRnet/Mask_rcnn/Classification/etc): Detectnet_v2 JetPack 5.1.3 I want to run inference using *...
View ArticleInstalling TAO Deploy 5.5.0 on Jetson Orin Nano (JetPack 6.1/5.1)
Hi all, Goal I want to run Mask2Former’s instance-segmentation model on a Jetson Orin Nano via a TensorRT engine. I’ve already trained the model on an x86_64 machine and exported it to an ONNX file....
View ArticleHow can I fix KeyError: '' problem?
Hi, I am using TAO OCR of nvcr.io/nvidia/tao/tao-toolkit:5.0.0-pyt docker for training to recognize a line in documents. Here is my config file: configs.txt (702 Bytes) Char_list: char_list.txt (679...
View ArticleHow to run peoplenet on a folder of images?
• Hardware (T4/V100/Xavier/Nano/etc) agx orin • Network Type (Detectnet_v2/Faster_rcnn/Yolo_v4/LPRnet/Mask_rcnn/Classification/etc) peoplenet Im not sure if this is the right place to ask but I’m...
View ArticleNVML Issue on WSL2
Attempting to generate augmentations using Nvidia TAO toolkit in my WSL2 Ubuntu installation and running into this error: The nvml requested operation is not available on target device I’m able to use...
View ArticleFine tuning RT-DETR model for isaac_ros_rtdetr / isaac_ros_foundationpose
• Hardware: RTX 4070 & Jetson Orin AGX Dev Kit • Network Type: RT-DETR Hi, I’m looking for a way to fine-tune or train the SyntheticaDETR model. I would follow this tutorial for replicator and...
View ArticleDetectnetv2 Accuracy issue
Please provide the following information when requesting support. • Network Type : Detectnet_v2 • TLT Version: v5.5.0 We see a strange observation on detectnetv2 model. The model was trained for 300...
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LPRNet with double line license plate
Please provide the following information when requesting support. • Hardware (dGPU: NVIDIA RTX 3050 6GB) • Network Type (LPRNet) • TLT Version: Configuration of the TAO Toolkit Instance task_group:...
View ArticleDetectNetV2 Model on Custom KITTI Dataset (Single Class) Producing Invalid...
• Hardware (L40) • Network Type (Detectnet_v2) • Toolkit_version (5.5.0) • I trained a custom object detection model using NVIDIA TAO Toolkit’s DetectNetV2, following the official tutorial provided...
View ArticleRTX 6000 Blackwell support on TAO
Dear @Morganh I have RTX Pro 6000 blackwell GPU. Will it support TAO latest version for training our model ? Thanks. 2 posts - 2 participants Read full topic
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LPRNet accuracy doesn't translate when testing on new data
I’m currently training LPRNet as part of my bachelor’s. I have a dataset of about 500 license plate photos which I have expanded in pre-processing by adding rotation, blurring, shearing etc. As per my...
View ArticleGrounding DINO TAO Deploy Integration Issues on Jetson
Environment Details Platform: NVIDIA Jetson (ARM64) AGX Orin OS: Linux 5.15.148-tegra TensorRT Version: 10.3.0 Container: nvcr.io/nvidia/l4t-tensorrt:r10.3.0-devel Model: Grounding DINO Swin Tiny...
View ArticleDifficulty to follow the Action Recognition Net tutorial using TAO
ENVIRONMENT Computer spec: Proc: AMD R9-9900X Memory: 32 GB GPU: 5060 Ti OS: Ubuntu 24.04.2 LTS Python: 3.13.5 docker-ce: 28.3.0 docker-API: 1.51 nvidia-container-toolkit: 1.18.0-rc.1 nvidia-docker2:...
View ArticleTAO mask2former semantic segmentation sample .yaml
Hi, is there any sample .yaml file for mask2former’s semantic segmentation under TAO toolkit 5.5.0? All I can find is either panoptic or instance segmentation on TAO tutorials I want to train on a...
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TAO-Data-Services augmented bboxes are incorrect
Using tao data services to generate augmentations seem to not produce correctly interpolated/transformed bounding boxes. Here is a section of the original image with its mask and bbox overlaid: Here...
View ArticleClearML Integration with TAO on Mask2former
Is there a way to integrate a ClearML project and task with a mask2former training job in TAO? Can’t find documentation on this for this particular model, and the various ways I’ve tried so far have...
View ArticleTao model mask2former inference does not produce overlay images or...
After successfully training a mask2former model using the tutorial notebook, I’m not able to visualize the inference results of the pytorch model. If I convert this model to tensorrt, then I can...
View ArticleTAO .etlt to TensorRT Engine Conversion on Jetson Orin / WSL2 / Docker Failed
I’m having several issues converting a pre-trained NVIDIA TAO .etlt model (Nvidia EmotionNet) to a TensorRT .engine optimized for Jetson Orin Nano Super (TensorRT 10.3, CUDA 12.6, cuDNN 9.x) **without...
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