Apples New Mutlimodal AI BEATS GPT-4 Vision (New APPLE AI)
TLDRApple has introduced a multimodal AI system called Feret, which surpasses GPT-4's capabilities in certain aspects, particularly in fine-grained multimodal understanding and image analysis. The Feret model excels in accurately identifying small and specific regions in complex images, filling a gap where GPT-4 Vision falls short. Apple's foray into generative AI space with 'Apple GPT' suggests a significant upgrade to Siri and other AI-powered features, aiming to enhance natural language understanding, text generation, and conversational abilities. The company's strategic acquisitions in AI and machine learning showcase its commitment to innovation and staying ahead in the technology industry.
Takeaways
- 🚀 Apple has introduced a multimodal AI system named 'Ferit' that exceeds GPT-4's capabilities in certain aspects, particularly in vision tasks.
- 🔍 The Ferit model is primarily a vision model that uses 'CLIP Viit L14' to understand images and convert them into a form computers can work with.
- 📌 Ferit identifies specific areas in images with precision, using special coordinates to locate objects within the image.
- 🧠 The model is adept at handling complex shapes and understanding the details and locations of each point within an area of interest.
- 📈 On benchmarks, Ferit outperforms GPT-4 Roi, a specialized version of GPT-4 designed for understanding and interacting with regions of interest in images.
- 🏆 Ferit's advanced image identification capabilities were confirmed through personal testing and comparison with other models.
- 🔎 GPT-4 Vision, while knowledgeable and effective in general knowledge questions, falls short in precise understanding of small regions compared to Ferit.
- 🤖 The implications of Ferit's precision could be significant in fields like autonomous driving, where detailed image analysis is crucial.
- 📱 Apple is rumored to be developing 'Apple GPT', an AI language model similar to OpenAI's GPT-3, aimed at enhancing virtual assistant capabilities and other AI features.
- 📝 Apple GPT is expected to improve Siri's natural language understanding, text generation, and conversational abilities, providing more realistic interactions.
- 🔄 Apple's strategy in the AI space includes acquiring AI companies to enhance its products and services, demonstrating a commitment to staying ahead in the technology industry.
Q & A
What is Apple's new multimodal AI system called?
-Apple's new multimodal AI system is called Feret.
What are the capabilities of the Feret model in comparison to GPT-4?
-The Feret model exceeds GPT-4's capabilities in certain aspects, particularly in vision tasks. It uses a tool called CLIP ViT L14 to understand images and convert them into a form that computers can work with. It also processes text inputs and identifies specific areas in images with precision, outperforming GPT-4 in benchmarks related to fine-grained multimodal understanding and interaction.
How does the Feret model process images?
-The Feret model processes images by first using CLIP ViT L14 to understand the content of the image and then converting it into a form that the computer can work with. It identifies areas in the image and uses special coordinates to find specific parts of the image when prompted about them. It also deals with different shapes in the image, looking at many points in the area being discussed and understanding the details and locations of each point.
What are some of the applications of the Feret model?
-The Feret model's advanced image identification capabilities can be applied in various fields such as autonomous driving, where it can help in interpreting complex visual scenarios. It can also enhance existing AI systems by providing more precise image analysis and understanding, which can be useful in applications like image recognition, object detection, and scene understanding.
How does Apple's Feret model differ from GPT-4 Roi in terms of image analysis?
-While GPT-4 Roi is a fine-tuned version of GPT-4 designed for understanding and interacting with regions of interest in images, the Feret model is more advanced in handling complex vision tasks. It is particularly effective in fine-grained multimodal understanding and interaction, surpassing GPT-4 Roi in benchmarks that test these specific capabilities.
What are some of the features expected to be improved with Apple GPT?
-With Apple GPT, users can expect improvements in natural language understanding, text generation, and conversational abilities. This includes better responses to user queries, more accurate predictions for text input, and enhanced dialogues with Siri and other AI-powered features in Apple's products.
How does Apple's acquisition of AI companies contribute to its AI capabilities?
-Apple's acquisition of various AI companies allows it to tap into the expertise and technology of these companies, enhancing its AI and machine learning capabilities. This has led to the development of advanced features in Apple products, such as facial recognition, improved natural language processing, and other AI-powered tools.
What is Apple's strategy in staying ahead in the AI race?
-Apple's strategy includes heavy investment in AI research and development, acquisition of AI companies to gain access to new technologies and expertise, and regular publication of research papers to share its innovative work with the wider scientific community. This approach ensures that Apple remains a major player in the AI and technology industry.
How does Apple's new Journal feature utilize AI?
-Apple's new Journal feature uses on-device machine learning to create personalized suggestions for users, curating intelligent recommendations from information on the user's device, such as photos, location, music, workouts, and more.
What is the significance of Apple's focus on machine learning?
-Apple's focus on machine learning is significant as it drives innovation and improvements in user experience, efficiency, and productivity. It allows Apple to develop advanced AI and machine learning capabilities for a range of applications, ensuring the company stays at the forefront of the technology industry.
What is the potential impact of Apple's advancements in AI on the industry?
-Apple's advancements in AI have the potential to drive significant changes in the technology industry. By enhancing user experience and introducing new capabilities, Apple can set new standards for AI-powered features and applications, influencing the direction of future technological developments.
Outlines
🚀 Apple's New Multimodal AI System 'Feret' Surpasses GPT-4
Apple has introduced a multimodal AI system named 'Feret' that exceeds GPT-4's capabilities in certain aspects. Feret is primarily a vision model developed by Apple researchers, utilizing a tool called CLIP ViT L14 to interpret images and convert them into a format understandable by computers. It also processes text, identifies specific areas in images, and understands the details and locations of each point within those areas. Feret's performance was benchmarked against GPT-4, showing that it has a broader range of input types and better output grounding, meaning it can comprehend the relationship between objects in an image and their real-world functions. The model was tested and found to be superior to GPT-4 in vision capabilities, highlighting its advanced image identification skills.
🧐 Feret Model's Superiority Over GPT-4 in Fine-Grained Multimodal Understanding
The Feret model demonstrates its effectiveness in understanding and interacting with specific regions within images, outperforming GPT-4 RoI, a fine-tuned version of GPT-4 designed for detailed image analysis. In comparisons, Feret accurately identified objects and their purposes, such as a shock absorber on a bike, while other models like GPT-4 RoI and Cosmos 2 failed. Despite GPT-4's general knowledge and linguistic capabilities, Feret stands out for its precision in pinpointing small areas, effectively filling a gap in detailed image analysis. The paper also discusses the grounding aspect, showing that Feret excels in precise bounding boxes for grounding, catering to applications requiring pinpoint accuracy.
🚗 Potential Applications of Visual Language Models in Autonomous Driving
The paper explores the potential use of GPT-4's vision capabilities in autonomous driving. While current AI systems are used for self-driving capabilities, GPT-4's ability to interpret out-of-context scenarios could enhance these systems. The model's ability to understand traffic lights and predict actions based on images suggests that an effective image model could improve AI systems in cars, possibly leading to full self-driving capabilities. The discussion raises questions about Apple's potential entry into the generative AI space with Apple GPT, rumored to be in development to enhance virtual assistant capabilities and other AI-powered features.
🤖 Apple's Foray into Generative AI with 'Apple GPT' and Future Predictions
Apple has entered the generative AI space with 'Apple GPT', rumored to be similar to OpenAI's GPT-3, aiming to improve Siri and other AI features in Apple products. Apple GPT is currently limited to internal use but is expected to bring significant upgrades to Siri and text generation capabilities. Predicted features include better natural language understanding, improved text generation, and enhanced conversational abilities. Apple's acquisitions of AI companies and investment in AI research demonstrate its commitment to staying ahead in the technology industry. The company is expected to make a major AI announcement in 2024, potentially revealing more about Apple GPT and its applications.
💡 Apple's Strategic Acquisitions and Investments in AI Companies
Apple has been strategically acquiring AI companies to enhance its AI and machine learning capabilities. Acquisitions like Turi and Xnor AI have provided Apple with expertise in machine learning tools and low-power edge-based AI technology. Apple's investments have allowed it to introduce AI-powered features like facial recognition and improved natural language processing. The company's focus on machine learning research is evident in its publication of research papers and development of innovative technologies like 'Facelet', which uses machine learning algorithms for 3D facial renders. Apple's commitment to AI ensures its position as a major player in the technology industry.
Mindmap
Keywords
💡Apple
💡Machine Learning
💡Multimodal AI System
💡Feret Model
💡GPT-4
💡Vision Capabilities
💡Natural Language Processing (NLP)
💡Siri
💡AI Acquisitions
💡Innovation
💡User Experience
Highlights
Apple introduces a multimodal AI system named Feret that exceeds GPT-4's capabilities in certain aspects.
Feret is primarily a vision model developed by Apple researchers, using a tool called CLIP ViT L14 for image understanding.
The model converts images into a form that computers can work with and identifies specific areas within the image based on user input.
Feret demonstrates impressive precision in dealing with different shapes within images, not just simple boxes.
The model brings together information to accurately find and describe specific parts of an image.
Feret has been tested on certain benchmarks and has shown to exceed GPT-4's vision capabilities.
In benchmarks, Feret shows good output grounding, understanding the relationship between objects in an image and their real-world functions.
Feret was compared to GPT-4 Roi, a specialized version of GPT-4 designed for understanding and interacting with regions of interest in images.
Feret outperforms GPT-4 Roi in fine-grained multimodal understanding and interaction tasks.
GPT-4 Roi's ability to combine language and detailed image analysis makes it a suitable benchmark for testing Feret's capabilities.
Feret's precision in pinpointing small areas fills a crucial gap in detailed image analysis.
GPT-4 is more knowledgeable in common sense and general knowledge questions related to image regions but struggles with smaller regions.
Feret's precision could have significant implications for tasks such as autonomous driving and other AI systems.
Apple's potential AI advancements could lead to a major upgrade for Siri and other AI-powered features.
Apple GPT, rumored to be in development, is expected to enhance Siri's capabilities and other AI features in Apple products.
Apple GPT is similar to other AI tools like Chat GPT and Google Bard in terms of performance and functionality.
Apple is expected to make a major announcement about its AI efforts in 2024.
Apple has been acquiring AI companies to enhance its AI and machine learning capabilities.
Apple's AI research includes innovative work such as the development of a program called Facelet for photorealistic 3D face renders.
Apple's heavy focus on machine learning demonstrates its commitment to staying ahead of the technology industry curve.