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

  • Bloomberg analysts: Among the top 25 US equity ETFs with the highest annual inflows, BlackRock IBIT is the only ETF with negative returns.

    Eric Balchunas, a senior ETF analyst at Bloomberg, posted the annual top 25 U.S. stock ETFs by fund inflows on the X platform. Among them, BlackRock's Bitcoin exchange-traded fund IBIT is the only ETF with a negative return, with an annual return rate of -9.59%. It is worth noting that despite the negative return, IBIT's annual fund inflow still ranks sixth, even surpassing the GLD ETF with a 64% return. In the long run, this is a very good sign, as it received over $25 billion in fund inflows during the bear market phase, indicating greater potential once the market turns bullish.

  • Hassett's chances of becoming the next Federal Reserve Chairman have once again surged significantly.

    Golden Finance reports that the increased, rising to 54% on Polymarket and 51% on Kalshi, with the probabilities of Walsh and Waller being nominated by Trump ranking second and third respectively.

  • China Merchants Bank: The yen carry trade may undergo a sustained reversal, exerting long-term downward pressure on global asset liquidity.

    China Merchants Bank released a research report stating that on December 19, the Bank of Japan raised interest rates by 25 basis points, raising the policy rate to 0.75%. Although the Bank of Japan is highly likely to remain very cautious in its pace of rate hikes, the reversal of yen liquidity and the Japanese bond market will continue to suppress global financial conditions.

  • A new address withdrew $2.5 million worth of LINK from Binance.

    according to on-chain analyst Ai Yi's monitoring, the new address "0xf44…b1CC43" withdrew 199,517 LINK from Binance hours ago, worth 2.5 million USD.

  • ETH breaks $3,000

     the market shows ETH breaking through $3000, currently at $3002.51, with a 24-hour increase of 2.19%. The market is highly volatile, please manage your risk accordingly.

  • BTC breaks through $89,000

    the market shows BTC breaking through $89,000, currently at $89,017.66, with a 24-hour increase of 1.03%. The market is highly volatile, please manage your risk accordingly.

  • BTC breaks through $88,500

     the market shows BTC breaking through $88,500, currently at $88,549.08, with a 24-hour increase of 0.69%. The market is highly volatile, please manage your risks accordingly.

  • Nasdaq-listed Mangoceuticals plans to launch a $100 million SOL digital asset treasury.

     Nasdaq-listed company Mangoceuticals announced it will cooperate with Cube Group to establish a subsidiary, Mango DAT, to advance the strategy of building a $100 million SOL digital asset treasury (DAT). The related funds will be raised through an ATM financing plan and the sale of common stock. It is reported that the company has also submitted a "MULTI-DAT" trademark application to the United States Patent and Trademark Office to promote a series of strategic digital asset and DeFi plans.

  • BTC breaks through $88,000

    the market shows BTC breaking through $88,000, currently at $88,016.61, with a 24-hour increase of 1.59%. The market is highly volatile, please manage your risk accordingly.

  • BTC breaks through $87,000

    the market shows BTC breaking through $87,000, currently at $87,010.23, with a 24-hour increase of 0.74%. The market is highly volatile, please manage your risk accordingly.