From 884c192e54559de7d6a1c360e368151eac8d40d2 Mon Sep 17 00:00:00 2001 From: Nikita Sokovnin <49622375+sokovninn@users.noreply.github.com> Date: Mon, 2 Dec 2024 16:32:07 +0100 Subject: [PATCH 1/2] Add instance segmentation update (#73) * docs: add semantic instance segmentation update to readme * docs: update README.md * docs: update README.md --- README.md | 20 +++++++++++++++++++- images/dumplings_seg_preannotation.gif | Bin 0 -> 8182064 bytes 2 files changed, 19 insertions(+), 1 deletion(-) create mode 100644 images/dumplings_seg_preannotation.gif diff --git a/README.md b/README.md index 17921df..839a717 100644 --- a/README.md +++ b/README.md @@ -32,6 +32,24 @@ datadreamer --class_names person moon robot - **Efficient and Potent Models**: The primary objective of `DataDreamer` is to enable the creation of compact models that are both size-efficient for integration into any device and robust in performance for specialized tasks. +### ✨ New: Pre-annotate Real Data with DataDreamer + +`DataDreamer` helps you accelerate your annotation process by pre-annotating real data with minimal effort. Simply provide your dataset, and `DataDreamer` generates high-quality initial annotations for further refinement. + +Available tasks: classification, object detection, and instance segmentation. + + + +#### Example + +Run the following to pre-annotate images in your dataset: + +```bash +datadreamer --task instance-segmentation --image_annotator owlv2-slimsam --save_dir dataset_path --class_names dumpling --annotate_only +``` + +📚 **Tutorial**: [Training a Semantic Segmentation Model using luxonis-train and DataDreamer](https://github.com/luxonis/depthai-ml-training/blob/main/training/luxonis-train/train_semantic_segmentation_model_datadreamer.ipynb) + ## 📜 Table of contents - [🚀 Quickstart](#quickstart) @@ -157,7 +175,7 @@ datadreamer --config ### 🔧 Additional Parameters -- `--task`: Choose between detection, classification and instance segmentation. Default is `detection`. +- `--task`: Choose between `detection`, `classification` and `instance-segmentation`. Default is `detection`. - `--dataset_format`: Format of the dataset. Defaults to `raw`. Supported values: `raw`, `yolo`, `coco`, `luxonis-dataset`, `cls-single`. - `--split_ratios`: Split ratios for train, validation, and test sets. Defaults to `[0.8, 0.1, 0.1]`. - `--num_objects_range`: Range of objects in a prompt. 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zKiUF75&(d_tlzK=0xZD1s}xz2|4ihXwMeSS1f7rjxR2_(A5pm=`%}j!;X&8 zjii%+@cB;}M@u-tw(>(dlz0{dT*%^EcO!sUVl8QS=l)Ldzh=}AZ z$>go0=@*$gkXZ??PojwYaEMUB8Vwvi!~-SL`3Oo~i6L|)<|H*{0g7F$QJm~ioREuZ zffn@YDnlC)sybC6*^AP<|C~Q-%?}Z)!N66cF+o<6DFdrfDN(t^Fqr5BisD0wyRy#e z94tyRB_~oH#84%Ru!wjP05QC^FND%9{WA3s&llT(3I z^kK>R`L~pi)PzW#ZE}fkG7z#<5iedq%y8su(4luF$x+@lB*)my`&R8j_cn zV-SL^rklt!XT;g4WJZvaJnckA4|5RCfKKna9EVvVEDRHi{ff{S4WdJn#v%hrNxE$X zNZz Date: Mon, 2 Dec 2024 16:48:31 +0100 Subject: [PATCH 2/2] docs: update gif link in README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 839a717..45ef010 100644 --- a/README.md +++ b/README.md @@ -38,7 +38,7 @@ datadreamer --class_names person moon robot Available tasks: classification, object detection, and instance segmentation. - + #### Example

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