++: Instruction-Based Image Creation and Editing
via Context-Aware Content Filling

Chaojie Mao · Jingfeng Zhang · Yulin Pan · Zeyinzi Jiang · Zhen Han
· Yu Liu · Jingren Zhou
Tongyi Lab, Alibaba Group

Tuning Method	Input	Output	Instruction	Models
LoRA + ACE Data			"Maintain the facial features. A girl is wearing a neat police uniform and sporting a badge. She is smiling with a friendly and confident demeanor. The background is blurred, featuring a cartoon logo."

Tuning Method	Input	Output	Instruction	Models
LoRA + ACE Data			"Display the logo in a minimalist style printed in white on a matte black ceramic coffee mug, alongside a steaming cup of coffee on a cozy cafe table."

Tuning Method	Input	Output	Instruction	Models
LoRA + ACE Data			"By referencing the mask, restore a partial image from the doodle {image} that aligns with the textual explanation: "1 white old owl"."

ACE++ Model	Input Reference Image	Input Edit Image	Input Edit Mask	Output	Instruction	Function
Portrait LoRA(recommended) / FFT model					"Maintain the facial features, A girl is wearing a neat police uniform and sporting a badge. She is smiling with a friendly and confident demeanor. The background is blurred, featuring a cartoon logo."	"Character ID Consistency Generation"
Subject LoRA(recommended) / FFT model					"Display the logo in a minimalist style printed in white on a matte black ceramic coffee mug, alongside a steaming cup of coffee on a cozy cafe table."	"Subject Consistency Generation"
Subject LoRA(recommended) / FFT model					"The item is put on the table."	"Subject Consistency Editing"
Subject LoRA(recommended) / FFT model					"The logo is printed on the headphones."	"Subject Consistency Editing"
Subject LoRA(recommended) / FFT model					"The woman dresses this skirt."	"Try On"
Portrait LoRA(recommended) / FFT model					"{image}, the man faces the camera."	"Face swap"
FFT model					"{image} features a close-up of a young, furry tiger cub on a rock. The tiger, which appears to be quite young, has distinctive orange, black, and white striped fur, typical of tigers. The cub's eyes have a bright and curious expression, and its ears are perked up, indicating alertness. The cub seems to be in the act of climbing or resting on the rock. The background is a blurred grassland with trees, but the focus is on the cub, which is vividly colored while the rest of the image is in grayscale, drawing attention to the tiger's details. The photo captures a moment in the wild, depicting the charming and tenacious nature of this young tiger, as well as its typical interaction with the environment."	"Super-resolution"
FFT model					"a blue hand"	"Regional Editing"
FFT model					"Mechanical hands like a robot"	"Regional Editing"
Local Editing LoRA/FFT model					"{image} Beautiful female portrait, Robot with smooth White transparent carbon shell, rococo detailing, Natural lighting, Highly detailed, Cinematic, 4K."	"Recolorizing"
Local Editing LoRA/FFT model					"{image} Beautiful female portrait, Robot with smooth White transparent carbon shell, rococo detailing, Natural lighting, Highly detailed, Cinematic, 4K."	"Depth Guided Generation"
Local Editing LoRA/FFT model					"{image} Beautiful female portrait, Robot with smooth White transparent carbon shell, rococo detailing, Natural lighting, Highly detailed, Cinematic, 4K."	"Contour Guided Generation"

Workflow	Author	Example
【飞翔鲸】王炸！FLUX+ACE++换头	飞翔鲸
最新ACE++ Redux 万物迁移 AI模特换装 UP 楚门的AI世界	楚门的AI世界
Ace Plus+Fill+Redux稳定无抽卡换装工作流	T8star-Aix
Ace Plus+Fill+Redux稳定少抽卡标志工作流	T8star-Aix
Ace Plus+Fill+Redux稳定无抽卡换脸工作流	T8star-Aix
ace++ face swap in different styles	jax
fllux ace++ subject without reference image	leeguandong
Scepter-ACE++ More convenient replacement of everything	HaoBeen

export FLUX_FILL_PATH="path/to/FLUX.1-Fill-dev"
export PORTRAIT_MODEL_PATH="path/to/ACE++ PORTRAIT PATH"
export SUBJECT_MODEL_PATH="path/to/ACE++ SUBJECT PATH"
export LOCAL_MODEL_PATH="path/to/ACE++ LOCAL EDITING PATH"

export FLUX_FILL_PATH="hf://black-forest-labs/FLUX.1-Fill-dev"
export PORTRAIT_MODEL_PATH="${scepter_path}"
export SUBJECT_MODEL_PATH="${scepter_path}"
export LOCAL_MODEL_PATH="${scepter_path}"