Best Controllable Image Generation AI Tools & Models - Premium Controllable Image Generation News

AI News

Xiaohongshu Open Sources InstanceAssemble! A Lightweight Layout-Controlled Generation Framework, Further Breaking the Accuracy of Complex Multi-Instance Image Generation

InstanceAssemble is an open-source controllable image generation framework by Xiaohongshu, designed for high-density, multi-object, and complex spatial tasks. It uses cascade modeling and Assemble-Attention to enhance spatial alignment and semantic consistency with minimal added parameters, offering industrial-grade solutions for e-commerce and design.....

10.7k 1 hours ago

Xiaohongshu Open Sources InstanceAssemble! A Lightweight Layout-Controlled Generation Framework, Further Breaking the Accuracy of Complex Multi-Instance Image Generation

Nano Banana 2 Makes Its Debut! Precise Rendering of a Full Glass of Red Wine at 11:15 AI Image Generation Enters the Designer Era

The Nano Banana2 AI image model has achieved a major breakthrough, overcoming the challenges of complex detail reproduction. By simulating the human multi-stage creative process, it enables image generation to move from random output to controllable refinement, thoroughly solving issues with details such as text, time, and lighting, leading the industry into a new phase of precise generation.

24.7k 10 hours ago

Nano Banana 2 Makes Its Debut! Precise Rendering of a Full Glass of Red Wine at 11:15 AI Image Generation Enters the Designer Era

SkyReels-A2: A Novel Video Generation Framework Elevating Controllable Video Generation

Skywork AI's research team recently unveiled SkyReels-A2, a groundbreaking video generation framework pushing the boundaries of controllable video synthesis. This Element-to-Video (E2V) framework generates natural videos from text prompts by composing diverse visual elements (characters, objects, backgrounds), maintaining high fidelity to reference images. SkyReels-A2's core lies in its sophisticated data processing pipeline. The research team designed a comprehensive data construction pipeline.

7.7k 12-18

SkyReels-A2: A Novel Video Generation Framework Elevating Controllable Video Generation

AI Poster Generation Upgraded! Meitu WHEE Breaks Through the Text Layout Problem

Following ByteDance's launch of Jimeng AI to tackle the challenges of generating Chinese posters, Meitu has also stepped up with its image tool WHEE, which focuses on high-quality material generation and includes powerful AI poster generation features, supporting the creation of Chinese posters. Notably, WHEE takes functionality and technology a step further, providing users with a more flexible and controllable creative experience. For a long time, AI-generated posters have faced randomness and uncontrollability in text layout, such as arbitrary font styles and chaotic layouts.

15.9k 12-18

AI Poster Generation Upgraded! Meitu WHEE Breaks Through the Text Layout Problem

AI Products

Leffa

Controllable character image generation model

AI design tools

11.7k

ControlNeXt

Controllable video and image generation technology

AI image generation

10.4k

Motion-I2V

A controllable image-to-video generation framework

AI image generation

22.1k

PIXART LCM

Fast and controllable image generation with latent consistency model

AI image generation

9.2k

Models

Gemini 2.0 Flash-Lite

Google

$0.49

Input tokens/M

$2.1

Output tokens/M

Context Length

GPT-4.1 mini

Openai

$2.8

Input tokens/M

$11.2

Output tokens/M

Context Length

Grok 4 Fast

Xai

$1.4

Input tokens/M

$3.5

Output tokens/M

Context Length

o3-mini

Openai

$7.7

Input tokens/M

$30.8

Output tokens/M

200

Context Length

GPT-5 Codex

Openai

Input tokens/M

Output tokens/M

Context Length

Claude 3 Opus

Anthropic

$105

Input tokens/M

$525

Output tokens/M

200

Context Length

Gemini 2.0 Flash

Google

$0.7

Input tokens/M

$2.8

Output tokens/M

Context Length

Claude Haiku 4.5

Anthropic

Input tokens/M

$35

Output tokens/M

200

Context Length

Gemini 2.5 Flash

Google

$2.1

Input tokens/M

$17.5

Output tokens/M

Context Length

Claude Sonnet 4.5

Anthropic

$21

Input tokens/M

$105

Output tokens/M

200

Context Length

Claude 3 Sonnet

Anthropic

$21

Input tokens/M

$105

Output tokens/M

200

Context Length

Gemini 2.5 Flash-Lite

Google

$0.7

Input tokens/M

$2.8

Output tokens/M

Context Length

qwen3-coder-plus

Alibaba

Input tokens/M

$16

Output tokens/M

Context Length

Qianfan-Lightning

Baidu

Input tokens/M

Output tokens/M

128

Context Length

wan2.5-i2i-preview

Alibaba

Input tokens/M

Output tokens/M

Context Length

qwen3-vl-plus

Alibaba

Input tokens/M

$10

Output tokens/M

256

Context Length

qwen3-max

Alibaba

Input tokens/M

$24

Output tokens/M

256

Context Length

qwen-image-plus

Alibaba

Input tokens/M

Output tokens/M

Context Length

qwen-image-edit

Alibaba

Input tokens/M

Output tokens/M

Context Length

Doubao-Seed-Translation

Bytedance

$1.2

Input tokens/M

$3.6

Output tokens/M

Context Length

MCP

Model Context Protocol Servers 8dk

The Model Context Protocol (MCP) is an open - source protocol that provides a series of reference implementations and community - developed servers. It aims to provide large language models (LLMs) with secure and controllable access to tools and data sources. These servers demonstrate the diversity and scalability of MCP, covering various functions from file system operations to database integration, from web search to AI image generation.

typescript

7.7k

2.5points