🔹Title: Aligning Text-to-Image Diffusion Model with Image-to-Text Concept Matching
🔸Presenter: Arash Marioriyad
🌀Abstract: Diffusion models have achieved significant success in text-to-image generation. However, alleviating the misalignment between text prompts and generated images remains a challenging issue. This presentation will focus on two observed causes of misalignment: concept ignorance and concept mis-mapping. To address these issues, we will discuss CoMat, an end-to-end diffusion model fine-tuning strategy that uses an image-to-text concept matching mechanism. Using only 20K text prompts to fine-tune SDXL, CoMat significantly outperforms the baseline SDXL model on two text-to-image alignment benchmarks, achieving state-of-the-art performance.
🔹Title: Aligning Text-to-Image Diffusion Model with Image-to-Text Concept Matching
🔸Presenter: Arash Marioriyad
🌀Abstract: Diffusion models have achieved significant success in text-to-image generation. However, alleviating the misalignment between text prompts and generated images remains a challenging issue. This presentation will focus on two observed causes of misalignment: concept ignorance and concept mis-mapping. To address these issues, we will discuss CoMat, an end-to-end diffusion model fine-tuning strategy that uses an image-to-text concept matching mechanism. Using only 20K text prompts to fine-tune SDXL, CoMat significantly outperforms the baseline SDXL model on two text-to-image alignment benchmarks, achieving state-of-the-art performance.
The campaign, which security firm Check Point has named Rampant Kitten, comprises two main components, one for Windows and the other for Android. Rampant Kitten’s objective is to steal Telegram messages, passwords, and two-factor authentication codes sent by SMS and then also take screenshots and record sounds within earshot of an infected phone, the researchers said in a post published on Friday.
Pinterest (PINS) Stock Sinks As Market Gains
Pinterest (PINS) closed at $71.75 in the latest trading session, marking a -0.18% move from the prior day. This change lagged the S&P 500's daily gain of 0.1%. Meanwhile, the Dow gained 0.9%, and the Nasdaq, a tech-heavy index, lost 0.59%.
Heading into today, shares of the digital pinboard and shopping tool company had lost 17.41% over the past month, lagging the Computer and Technology sector's loss of 5.38% and the S&P 500's gain of 0.71% in that time.
Investors will be hoping for strength from PINS as it approaches its next earnings release. The company is expected to report EPS of $0.07, up 170% from the prior-year quarter. Our most recent consensus estimate is calling for quarterly revenue of $467.87 million, up 72.05% from the year-ago period.
