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GroupF_Task-2_Group Proposal report presentation_HUT351 (1).pptx
- 1. Proposal for creating a system to check if Art is generated Using AI A proposal presentation by : Sejal Wasule 1
- 2. Introduction: What is AI? What is AI generated ART? Can you differentiate which image is generated by AI and by human? How it works? More about technologies When we played around in Midjourney and DALL-E How blockchain works? Can we solve or alleviate the problem? Benefits and summary Table of contents 01 02 03 2 04 05 06
- 3. Can you differentiate? Which image is Generated by AI and which is made by human ? 3 ImageSource: https://www.nutanix.com/ vs
- 4. 4 Prompt: Cute Little Anime girl
- 5. 5 Prompt: impressionistic landscapes depicting reflection The Lines are Blurring Between AI and Human Art
- 6. AI generators like Midjourney and DALL-E 2 ,all function like this. We just have to type in a few words it processes the text, and out pops a variety of images. Anyone can use it (few months ago people had to wait long on the invite list but now its open to Everyone ) and the images that are returned are not copyrighted (machines cannot copyright artworks) so can be used in a variety of manners. How it works: The process is fairly simple: Give text as an input, It will generate art as output. Thats all there to it! 6
- 7. 7 When we dabbled around with Midjourney and DALL-E ..
- 8. 8 Everytime someone clicks on the generate button it generates different set of images You can also get the variations of particular image you like If you want a certain style of art you can upload image you want and edit it as you like Generators like DALL-E and NVIDIA Canvas are just tip of the Iceberg ( very basic AI). There are AIs much more advanced like Midjourney ,DALL-E 2 and Google AI. Created with : Midjourney (7) Discord | #newbies-127 | Midjourney
- 9. More about Technology.. An AI cant just make something out of thin air. It needs to have what are called seed images (or Dataset in technological Language)fed to it which give it context. It also has NLP(Natural language processing -algorithms that Alexa and Siri have) to understand and process human language and its context) It works on deep neural networks which are something similar to to neurons in our brain. The Generative Pre-trained Transformer 3(GPT 3) model with , DALL-E's model is a multimodal implementation of GPT-3 with 12 billion parameters which "swaps text for pixels", trained on text-image pairs from the Internet. DALL-E 2 uses a diffusion model conditioned on CLIP image embeddings, which, during inference, are generated from CLIP text embeddings by a prior model. 9 Source: DALL-E - Wikipedia
- 10. 3.5 billion Parameters processed by DALL-E 2 12 billion parameters which "swaps text for pixels" in DALL-E 400 million Text-image pairs from the Internet is training dataset (seed images) 32,768 captions Were given to choose from(for Testing algorithm) out of which one is appropriate for an image. 10
- 11. To make it simple.. Generation of Output Image Recursion till desired accuracy is achieved and loss is minimised Assembling the features Input words Matching features with the data in database(seed images) Extraction of matched features from database Processing and extraction of features and accessing Decoding of language 11
- 12. AI generated Art creates Controversy! Jason Allen, you are NOT an artist. You have never used actual tools. Just texts, one social media user posted on Twitter. Midjourney can be fun, but it should never be used to cheat other artists. Source: https://www.nytimes.com/2022/09/02/technology/ai-artificial-intelligence-artists.html 12 All fun and games until something like this occurs:
- 13. Should AI- generated images be considered art? At the Colorado State Fair, a piece of digital artwork won first place in a competition but it has some people in the art community concerned. News5 conducted a survey by asking a question: Yes 24% people voted in favour. No 76% people voted against it. 24% 76% Results: Source: KOAA Survey: Should AI-generated images be considered art? 13
- 14. Even with complex deep learning algorithms, AI has no capacity to feel emotions intensely or understand the human psyche 14 It is not only the creativity and techniques AI art generates that is being criticized. The simple existence of this kind of art has very big implications for the world of artists. Source: https://thewildcattribune.com/15530/ae/ai-generated-art-raises-ethical-concerns/ Some Concerns and Opinions:
- 15. 15 To the average person, this seems like an absolute dream. Type in text, get picture out, feel like you made something without ever actually having to go through the whole process of studying and practicing to get good at art. For a long time and maybe even some people still believe this digital art was thought to be exactly this. Press a button, get a beautiful output. Since digital art has been more normalized over the years, many people know its not that simple the computer is not completing brush strokes for you. AI art, however, is almost exactly that. The dilution in the digital art sphere will be troublesome At least until we have methods in place to identify AI generated or assisted artwork and new categories for it. And the problem is 15 Process is not transparent
- 16. How blockchain can help? Blockchain is a shared, immutable ledger that facilitates the process of recording transactions and tracking assets in a business network. An asset can be tangible (a house, car, cash, land) or intangible (intellectual property, patents, copyrights, branding). Anything of value can be tracked and traded on a blockchain network, reducing risk and cutting costs for all involved. 16 Answers in the Definition itself Source :What is Blockchain Technology? - IBM Blockchain | IBM
- 17. Can we solve or alleviate the problem?How? Enters: Blockchain with its Immutable records No participant can change or tamper with a transaction after its been recorded to the shared ledger. If a transaction record includes an error, a new transaction must be added to reverse the error, and both transactions are then visible. Distributed ledger technology All network participants have access to the distributed ledger and its immutable record of transactions. With this shared ledger, transactions are recorded only once, eliminating the duplication of effort thats typical of traditional business networks. 17 Smart contracts To speed transactions, a set of rules called a Smart Contract is stored on the blockchain and executed automatically.
- 18. How it works? Those transactions show the movement of an asset that can be tangible (a product) or intangible (intellectual). The data block can record the information of your choice: who, what, when, where, how much and even the condition such as the temperature of a food shipment. These blocks form a chain of data as an asset moves from place to place or ownership changes hands. The blocks confirm the exact time and sequence of transactions, and the blocks link securely together to prevent any block from being altered or a block being inserted between two existing blocks. Each additional block strengthens the verification of the previous block and hence the entire blockchain. This renders the blockchain tamper-evident, delivering the key strength of immutability. This removes the possibility of tampering by a malicious actor and builds a ledger of transactions you and other network members can trust. As each transaction occurs, it is recorded as a block of data Each block is connected to the ones before and after it Transactions are blocked together in an irreversible chain: a blockchain 18
- 19. What we are proposing. 19 A model where the artworks generated and downloaded through AI will be registered automatically with information like name of AI used to create and registered name of user on that AI through the blockchain. If Creators wish to sell their art pieces: People can track it, and if is it sold the ownership of art will also be registered. System will also have information of every owner owning the art, and the creator can decide what and how many pieces they want to share or sell. At the crux of it, artworks can be published directly on a blockchain in the form of non-fungible tokens (NFTs), which makes it possible to own, transfer, and sell artwork in a cryptographically secure, transparent and verifiable manner.
- 20. 20 Market for Digital Art: Selling their work, or insights into your creative process, on Patreon and Gumroad. Selling book cover and interior artwork to authors and publishers Creating art for video games including concept art, production art, promotional art etc Similarly to the above, creating art for movies and TV, which also includes the discipline of Matte painting. Making videos on YouTube about being a digital artist and how they make art. Streaming your art creation process on Twitch. Selling fan art online and at conventions. Designing Products, Buildings, Automobiles etc From Design on your Tees to making of your favorite Animes everything involves digital art. People can make living only through creating art now a days by: And so much more.
- 21. Benefits of Using this system: 21 Greater trust With blockchain, as a member of a members-only network, you can rest assured that you are receiving accurate and timely data, and that your confidential blockchain records will be shared only with network members to whom you have specifically granted access. Greater security Consensus on data accuracy is required from all network members, and all validated transactions are immutable because they are recorded permanently. No one, not even a system administrator, can delete a transaction. More efficiencies With a distributed ledger that is shared among members of a network, time-wasting record reconciliations are eliminated. And to speed transactions, a set of rules called a smart contract can be stored on the blockchain and executed automatically.
- 22. To Summarize. 01 Normal people like us can generate art through AI now. 03 We propose a model where the artworks generated and downloaded through AI will be registered automatically with information like name of AI used to create and registered name of user on that AI through the blockchain. 22 02 This can be troublesome because the process is not transparent and clear as there is nothing available as of now to identify if and art is generated using AI.
- 23. 23 Created with : DALL-E https://labs.openai.com/e/ZhBaom4oO9C92TzSXlkQmKBP
- 24. Credits and References: 24 The text-to-image revolution, explained - YouTube The AI Art Copyright Problem - YouTube AI stole my artwork! - YouTube Bonus video: What AI art means for human artists - YouTube Blockchain - Wikipedia All about Blockchain | Simply Explained - YouTube
- 25. CREDITS: This presentation template was created by 際際滷sgo, including icons by Flaticon, and infographics & images by Freepik Do you have any questions? 25