Apple | Launches T2I and I2V/T2V/V2V Models | Industry Buzz

Fatima Nasir

Nov 27, 2025, 04:30 AM

Edited By

Fatima Rahman

Updated

Nov 27, 2025, 05:05 PM

Quick read

Visual representation of Apple’s new T2I and I2V models with text-to-image and video generation features

Apple is gearing up to release two advanced AI models, the T2I and I2V/T2V/V2V, expected in 2025. While the announcement has sparked interest, many users are voicing criticism regarding the models' effectiveness, particularly concerning their parameters and overall output quality.

Model Features and Specs

T2I: Text-to-Image Generation

Parameters: 3 billion
Resolution: 256×256
Architecture: 6-block deep-shallow
Text Encoder: T5-XL
VAE: SD-VAE
Features: RoPE positional encoding, mixed precision training

STARFlow-V: Text-to-Video Generation

Parameters: 7 billion
Resolution: Up to 640×480 (480p)
Temporal: 81 frames (16 FPS = ~5 seconds)
Architecture: 6-block deep-shallow (full sequence)
Text Encoder: T5-XL
VAE: WAN2.2-VAE
Features: Causal attention, autoregressive generation, variable length support

Community Response: A Mixed Bag

Discussion on various forums reveals some users' skepticism towards the new models. One user remarked,

"High-quality images and 256x256 + SD-VAE do not really mix well for me."

Others echoed similar sentiments, suggesting that the images produced seem exaggerated and lack depth. One commenter noted,

"Nothing revolutionary from the demo page."

While some feel there may be potential uses for these models, they express doubt regarding their applicability in high-demand scenarios. A user commented,

"When I saw the pics it made, they looked overblown and screamed low-level AI."

Sentiment Analysis

Skepticism: Multiple voices cast doubt on the models' practical capabilities.
Cautious Optimism: Some commenters believe smaller models can enhance accessibility to AI technology.
General Disappointment: A range of respondents felt the features offered were underwhelming compared to expectations.

Key Points

△ New models face criticism about image quality and effectiveness.
▽ Community expresses skepticism about their potential impact on the AI field.
※ "Not exactly groundbreaking, but" - Insights from the forums.

As Apple prepares for the T2I and I2V/T2V/V2V launch, all eyes will be on how these models perform against current market expectations. Given the mix of excitement and wariness, it will be interesting to see what developments unfold in the AI space in 2025.