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Grounding DINO: Automated Dataset Annotation and Evaluation | SOTA Zero-Shot Object Detector 

Roboflow
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Description: Dive deeper into Grounding DINO, the state-of-the-art zero-shot object detector, as we automate dataset annotation and evaluation. Learn how to set up the Python environment, load the model, and evaluate Grounding DINO on custom datasets from Roboflow Universe. This is Part 2 of our series, building on our previous video "Detect Anything You Want with Grounding DINO". #GroundingDINO #ObjectDetection #DatasetAnnotation #AIModel #LanguageModel
Chapters:
00:00 Introduction
01:06 Notebook Overview
01:34 Setting up the Python environment
02:35 Load Grounding DINO model
03:48 Download Dataset from Roboflow Universe
04:44 Single Image Model Evaluation
05:35 Evaluate Grounding DINO on Custom Dataset
10:30 Dataset Auto Annotation with Grounding DINO
13:18 Outro
Resources:
🌏 Roboflow: roboflow.com
🌌 Roboflow Universe: universe.roboflow.com
📓 Automated Dataset Annotation and Evaluation with Grounding DINO notebook: colab.research.google.com/git...
🔥 Automated Dataset Annotation with Segment Anything and Grounding DINO: • Accelerate Image Annot...
🗞 Grounding DINO blog post: blog.roboflow.com/grounding-d...
🗞 Grounding DINO arXiv paper: arxiv.org/abs/2303.05499
💻 Grounding DINO repository: github.com/IDEA-Research/Grou...
🎬 Detect Anything You Want with Grounding DINO | Zero-Shot Object Detection SOTA: • Detect Anything You Wa...
🎬 GPT 4: Will We Ever Train Again?: • GPT 4: Will We Ever Tr...
🎬 CLIP: OpenAI's amazing new zero-shot image classifier: • CLIP: OpenAI's amazing...
Stay updated with the projects I'm working on at github.com/roboflow and github.com/SkalskiP! ⭐

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5 авг 2024

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Комментарии : 20   
@dolar146
@dolar146 Год назад
Awesome work! Greetings from Poland!
@Roboflow
@Roboflow Год назад
Thanks 🙏🏻 No cześć cześć ;) pozdrawiam z Krakowa
@payback80
@payback80 Год назад
amazing job 10/10 bravo!
@Roboflow
@Roboflow Год назад
Oooh! Thanks a lot 🙏🏻
@abdshomad
@abdshomad Год назад
Another awesome tutorials! This tools sure will speed up the bbox annotation tasks. Would like to suggest incorporating Meta Segment Anything Model (SAM) + BLIP/CLIP to make segmentation labelling. 👍
@Roboflow
@Roboflow Год назад
Trust me I already work on SAM content 😅
@abdshomad
@abdshomad Год назад
​@@Roboflowyou really lightning fast at fulfilling your promise. I watch it now your SAM tutorial! 🎉
@user-ed4yp6eq5k
@user-ed4yp6eq5k 2 месяца назад
The resolution of the pictures drop so low during annotation i can't identify head from body or teammates from enemies. HELP
@body1024
@body1024 Год назад
I feel excited with every new tutorial 🤩 I have question is there a code that can be used to upload my yolov8 dataset images and labels to roboflow using api ?
@Roboflow
@Roboflow Год назад
Great to hear that! 🔥 The code at the end of notebook takes images in directory annotate them and send them to RF. Both images and annotations.
@user-yu1mb5hc5g
@user-yu1mb5hc5g Год назад
Great job! Could you please show how to deploy the GroundingDINO to ONNX/TorchScript?Thx!!
@_ABDULGHANI
@_ABDULGHANI Год назад
Thank you for this amazing tutorial. I am wondering if we could use it to generate masks for a custom dataset. If it's possible, this will be a great idea and I wish the Roboflow team could provide a tutorial for that.
@Roboflow
@Roboflow Год назад
Literally right now I’m working on new video where I’m going to use Grounding DINO and SAM to generate segmentation datasets. Stay tuned. ;)
@_ABDULGHANI
@_ABDULGHANI Год назад
@@Roboflow Thank you for that I’m very excited for that.
@muttahirulislam6706
@muttahirulislam6706 Год назад
Hi @SkalskiP , another amazing tutorial. Love it
@Roboflow
@Roboflow Год назад
Thanks a lot. This is quite specific question. We could try to retrieve that data somehow but I think the best place to ask is YOLOv8 repository issues section. Maybe they have some easy answer. If not I’ll can try to help you.
@muttahirulislam6706
@muttahirulislam6706 Год назад
@@Roboflow thanks man. I will then post it there.
@gbo10001
@gbo10001 Год назад
can you make video about segment anything that facebook published?
@Roboflow
@Roboflow Год назад
Of course! I’m working on the Google Colab right now haha I was hoping to release it this week but I won’t it to be good so it will be next week. But it’s coming.
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