.. role:: guiaction .. role:: guistart .. role:: guimenu AI Development Arena -------------------- The AI Dev Arena is a space hosting experimental `(beta)` features from AI Hub. It is designed to give our most enthusiastic users early access to upcoming AI capabilities and collect valuable feedback to shape the future of the AI Hub. .. note:: To access **AI Dev Arena**, use an external PC connection to the robot. Then, open the link `http://192.168.2.14:8089 `_ via **Mozilla Firefox** or any other Chromium-based browser. .. hint:: AI Dev Arena works best with **Mozilla Firefox** browser. .. contents:: :local: :depth: 2 :backlinks: none :class: toc Object Onboarding Wizard ~~~~~~~~~~~~~~~~~~~~~~~~ The **Object Onboarding Wizard** is a tool that lets you quickly teach new objects to the robot using just a few images. It uses a foundation model as its base and applies additive learning to recognize new objects. Key benefits include: - Fast training and object onboarding (~5 mins per object) - Automatic processing of images - High detection accuracy - Simple interface for capturing and training - Works with new objects without extensive data The wizard guides you through the process of capturing images and handles all the training automatically. .. note:: See :ref:`Tutorial: Train an Object Detection Model (Method: neura_DLIS2) ` Screenshots +++++++++++ .. figure:: /_static/ai_hub/ai_dev_arena/ai_dev_arena06.png :align: center :class: padded-image .. figure:: /_static/ai_hub/ai_dev_arena/ai_dev_arena08.png :align: center :class: padded-image .. figure:: /_static/ai_hub/ai_dev_arena/ai_dev_arena10.png :align: center :class: padded-image .. figure:: /_static/ai_hub/ai_dev_arena/ai_dev_arena12.png :align: center :class: padded-image .. figure:: /_static/ai_hub/ai_dev_arena/ai_dev_arena14.png :align: center :class: padded-image Real Data Collection Wizard ~~~~~~~~~~~~~~~~~~~~~~~~~~~ The **Real Data Collection Wizard** offers a seamless solution for creating datasets using the robot's vision sensors. .. note:: See :ref:`Tutorial: Collect Real Data ` Screenshots +++++++++++ .. figure:: /_static/ai_hub/ai_dev_arena/ai_dev_arena03.png :align: center :class: padded-image .. figure:: /_static/ai_hub/ai_dev_arena/ai_dev_arena04.png :align: center :class: padded-image .. figure:: /_static/ai_hub/ai_dev_arena/ai_dev_arena05.png :align: center :class: padded-image Data Transfer App ~~~~~~~~~~~~~~~~~ This simple data transfer app streamlines the process of transferring data into **AI Hub** database by eliminating the need to switch between **Robot Mode** and **AI Hub mode.** .. note:: The only supported functionality as of this release is training data transfers to train a ``neura_DLIS1`` model. After exporting your annotated dataset from Neura CVAT, simply select the **Data type: Training Data** and upload the downloaded ZIP file. Screenshots +++++++++++ .. figure:: /_static/ai_hub/ai_dev_arena/ai_dev_arena01.png :align: center :class: padded-image