FLUX 3 Action Description
FLUX 3 Action is a versatile 7B world-action model aimed at enhancing action prediction for robotics and other environments with high latency demands. This model is built upon the multimodal FLUX 3 backbone and has undergone extensive pretraining on vast datasets encompassing images, videos, and audio, with a notable focus on video content. It then goes through a phase of joint video-action training and fine-tuning tailored to specific robotic applications and action frameworks. By utilizing instructions, visual input from cameras, and robot joint angles, FLUX 3 Action is capable of predicting motor commands alongside anticipated visual outcomes, enabling robots to perform actions, reassess their surroundings, and iterate on their plans. This approach contrasts with methods that treat visual prediction and control as separate processes, as FLUX 3 Action integrates future video predictions with action commands, effectively leveraging knowledge gained from extensive video pretraining to refine robot control mechanisms. Impressively, its single-step 7B model achieves a success rate of 38.3% on the RoboLab-120 benchmark, showcasing its effectiveness in real-world applications. Furthermore, this innovative integration of action and perception marks a significant advancement in the field of robotic control.
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Gemini Robotics 2
Gemini Robotics 2 represents the intelligent framework developed by Google DeepMind for robots that can adapt and learn, featuring comprehensive body control, sophisticated dexterity, embodied reasoning, and the ability for multiple robots to collaborate effectively in the realm of physical AI. It encompasses three distinct models. The core of Gemini Robotics 2 is a vision-language-action model that transforms visual and linguistic inputs into precise motor actions, empowering humanoid and bi-arm robots to perform actions that range from walking to intricate fingertip movements. This system can seamlessly manage various activities such as walking, crouching, reaching, balancing, and manipulating objects, utilizing five-fingered hands or conventional grippers suited for delicate tasks. Additionally, the Gemini Robotics ER 2 functions as the central cognitive system, enabling interaction with humans, interpreting its environment, planning complex tasks that can unfold over several minutes, and coordinating with the VLA to track its progress, rectify mistakes, and facilitate collaboration among different robots. Ultimately, this innovation aims to enhance the capabilities of robots, making them more versatile and responsive to dynamic situations.
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Gemini Robotics
Gemini Robotics integrates Gemini's advanced multimodal reasoning and comprehension of the world into tangible applications, empowering robots of various forms and sizes to undertake a diverse array of real-world activities. Leveraging the capabilities of Gemini 2.0, it enhances sophisticated vision-language-action models by enabling reasoning about physical environments, adapting to unfamiliar scenarios, including novel objects, various instructions, and different settings, while also comprehending and reacting to everyday conversational requests. Furthermore, it exhibits the ability to adjust to abrupt changes in commands or surroundings without requiring additional input. The dexterity module is designed to tackle intricate tasks that demand fine motor skills and accurate manipulation, allowing robots to perform activities like folding origami, packing lunch boxes, and preparing salads. Additionally, it accommodates multiple embodiments, ranging from bi-arm platforms like ALOHA 2 to humanoid robots such as Apptronik’s Apollo, making it versatile across various applications. Optimized for local execution, it includes a software development kit (SDK) that facilitates smooth adaptation to new tasks and environments, ensuring that these robots can evolve alongside emerging challenges. This flexibility positions Gemini Robotics as a pioneering force in the robotics industry.
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Integrations
API:
Yes, FLUX 3 Action has an API
No Integrations at this time
Company Details
Company:
Black Forest Labs
Year Founded:
2024
Headquarters:
Germany
Website:
bfl.ai/models/flux-3-action
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Product Details
Platforms
Web-Based
Types of Training
Training Docs
Training Videos
Customer Support
Online Support
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