Cointime

Download App
iOS & Android

Vitalik Buterin endorses TiTok AI for onchain image storage

Validated Media

Ethereum co-founder Vitalik Buterin has endorsed the new Token for Image Tokenizer (TiTok) compression method for its potential blockchain application.

Not to be confused with the social media platform TikTok, the new TiTok compression method significantly reduces image size, making it more practical for storage on the blockchain.

Buterin highlighted TiTok’s blockchain potential on the decentralized social media platform Farcaster, stating “320 bits is basically a hash. Small enough to go on chain for every user.”

The development could have significant implications for digital image storage of profile pictures (PFPs) and non-fungible tokens (NFTs).

Source: Thomas

TiTok image compression

Developed by ByteDance and Technical University Munich researchers, TiTok allows the compression of an image into 32 small data pieces (bits) without losing quality.

According to the TiTok research paper, advanced artificial intelligence (AI) image compression enables TiTok to compress a 256x256 pixel image into “32 discrete tokens.”

TiTok is a 1-dimensional (1D) image tokenization framework that “breaks grid constraints existing in 2D tokenization methods,” leading to more flexible and compact images.

“As a result, it leads to a substantial speed-up on the sampling process (e.g., 410 × faster than DiT-XL/2) while obtaining a competitive generation quality.”

TiTok research paper displaying image compression size comparisons. Source: TiTok

Machine learning imagery

TiTok utilizes machine learning and advanced AI, using transformer-based models to convert images into tokenized representations.

The method uses region redundancy, meaning it identifies and uses redundant information in different regions of the image to reduce the overall data size of the end product.

“Recent advancements in generative models have highlighted the crucial role of image tokenization in the efficient synthesis of high-resolution images.”

According to the research paper, TiTok’s "compact latent representation” can yield “substantially more efficient and effective representations than conventional techniques.”

Illustration of image reconstruction (a) and generation (b) with the TiTok framework (c). Source: TiTok

TiTok, not TikTok

Despite the similar name, TikTok, the social media platform, did not receive endorsement from Buterin.

The Ethereum co-founder, highlighting TiTok’s blockchain potential, lends credibility to the new AI-driven image compression method.

“Unlike the existing 2D VQ models that consider the image latent space as a 2D grid, we provide a more compact formulation to tokenize an image into a 1D latent sequence.”

The proposed new method can “represent an image with 8 to 64 times” fewer tokens than “2D tokenizers,” and the team hopes the research can shed light on “more efficient image representation.”

AI
Comments

All Comments

Recommended for you

  • SUI breaks above $2

    market shows SUI breaking through $2 and currently trading at $2.01, with a 24-hour increase of 7.49%. The market is volatile, so please manage your risks.

  • Web3 data and AI company Validation Cloud completes $10 million in new round of financing

     Web3 data and AI company Validation Cloud announced a $10 million financing round from True Global Ventures. The company plans to use the funds to expand its AI products and achieve seamless access to Web3 data.

  • STRK falls below $0.4

     market showed that STRK fell below $0.4 and is now reporting at $0.39, with a 24-hour decline of 4.88%. The market is fluctuating greatly, so please be prepared for risk control.

  • BTC falls below $67,000

    market shows BTC has fallen below $67,000, currently reporting at $66,987.51, with a 24-hour increase of 0.41%. The market is experiencing significant fluctuations, please be prepared for risk control.

  • BTC breaks through $67,000

    the market shows BTC has broken through $67,000 and is currently trading at $67,011.99, with a 24-hour decline of 0.26%. The market is volatile, so please be prepared to manage risks.

  • AAVE breaks above $150

    market data shows that AAVE has broken through $150 and is currently trading at $150.05, with a 24-hour drop of 0.5%. The market is volatile, so please exercise caution and manage your risks.

  • BTC breaks through $66,500

    according to market data, BTC has broken through $66,500 and is currently trading at $66,502. The 24-hour decline is 0.64% and the market is volatile, so please be prepared for risk control.

  • JUP breaks through $1

    Golden Finance reported that according to market data, JUP has broken through $1 and is currently trading at $1.01, with a 24-hour increase of 3.06%. The market is volatile, so please be prepared for risk control.

  • APT falls below $10

    market shows APT has fallen below $10 and is now trading at $9.99, with a 24-hour decline of 8.1%. The market is volatile, so please be prepared for risk control.

  • BTC falls below $66,500

    according to market data, BTC has fallen below $66,500 and is now trading at $66,494.36, with a 24-hour decline of 0.74%. The market has been volatile, so please be prepared for risk control.