Flux - Creative - Stocks - LoRA开源模型 - 免费生成创意素材库图像

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Flux Creative Stocks LoRA

Developed by strangerzonehf

基于FLUX.1-dev基础模型微调的LoRA模型，专为生成创意素材库图像设计

图像生成 Open Source License:Apache-2.0 #商业素材生成 #产品展示优化 #LoRA微调适配

Downloads 67

Release Time : 12/6/2024

Model Overview

该模型通过LoRA微调技术优化了创意素材库图像的生成能力，特别适合产品展示、包装设计等商业场景

Model Features

创意素材生成

专门优化用于生成各类创意素材图像，如产品包装、布料样品等

LoRA微调

采用LoRA技术对基础模型进行高效微调，保持模型轻量化的同时提升特定领域表现

触发词控制

通过特定触发词'创意素材库'可激活模型的优化生成能力

Model Capabilities

文本生成图像

创意素材生成

产品展示图像生成

包装设计可视化

Use Cases

商业设计

产品包装设计

根据文字描述生成各类产品包装的展示图像

可生成带有特定文字、图案和材质的包装盒/袋图像

布料样品展示

生成布料样品的整齐排列展示图像

可生成带有标签说明的布料样品图像

广告素材

广告素材生成

快速生成广告所需的各类产品展示素材

可生成符合商业标准的展示图像

🚀 Flux-Creative-Stocks-LoRA 模型

Flux-Creative-Stocks-LoRA 是一个文本到图像的模型，借助 LoRA 技术，可依据输入的文本生成创意图像。该模型在图像生成领域具有广泛应用，能满足多样化的创意需求。

🚀 快速开始

模型描述

此部分介绍了 Flux-Creative-Stocks-LoRA 模型的相关信息，包括图像生成示例、模型基础信息、图像生成参数等。

图像生成示例

以下是一些输入文本及对应的生成图像示例：

输入文本	生成图像
'Creative Stocks, A flat lay of four neatly folded blue fabric rolls arranged in a square pattern. Each roll has a white label reading "COMFY-COTTON" with a minimalist logo of a cotton plant. The backdrop is a soft beige fabric.'	图像 1
'Creative Stocks, a medium-sized cardboard box is positioned against a stark white backdrop. The box is adorned with black text that reads "HOCUME 2MO RESERVED" and "MOD SOCKS". The boxs design features a blue sock and a yellow sock. The text is written in a bold, black font.'	图像 2
'Creative Stocks, A medium shot of a brown cardboard box with the words "SCHROBELER" written in green on the top of the box. The box is placed on a white wooden surface. There is a yellow label on the box with a man and a dog on it. The man is wearing a yellow shirt and a hat. The dog is holding a black bottle with a black cap. The bottle has a black label with white letters that read "LEKKER" on the bottom of it.'	图像 3
'Creative Stocks, Captured at eye-level on a vibrant green backdrop, two red boxes, each with the word "Tomatier" written in white on the left side of the box. The box on the right side is labeled "Snack" in black letters, while the box in the middle has "TOMATIER" written on it in white letters. The boxes are identical, with the same design as the one on the bottom left corner. Each box has a black design on it, adding a pop of color to the otherwise monochromatic image.'	图像 4
'Creative Stocks, A stack of gray aluminum cans arranged neatly on a wooden table. Each can is labeled with the word "FUEL+BOOST" in bold red letters and features a small graphic of a lightning bolt. The background is softly blurred, showcasing warm orange tones.'	图像 5
'Creative Stocks, A medium shot of a kraft paper bag with the words "FRESHLY ROASTED BEANS" in bold green letters. The bag has a clear window revealing coffee beans inside. It is placed on a white marble surface with a small potted plant in the blurred background.'	图像 6

模型基础信息

基础模型：black-forest-labs/FLUX.1-dev
实例提示词：Creative Stocks
许可证：apache - 2.0

图像生成参数

参数	值	参数	值
LR Scheduler	constant	Noise Offset	0.03
Optimizer	AdamW	Multires Noise Discount	0.1
Network Dim	64	Multires Noise Iterations	10
Network Alpha	32	Repeat & Steps	19 & 2370
Epoch	16	Save Every N Epochs	1

标注信息

标注采用 florence2 - en（自然语言 & 英语）。

训练图像总数

总共使用 24 张原始 8 位图像进行训练。

最佳尺寸与推理

尺寸	纵横比	推荐情况
1280 x 832	3:2	最佳
1024 x 1024	1:1	默认

推理步数范围

推荐推理步数：30 - 35

📦 安装指南

此部分可参考代码示例进行环境和模型的设置。

💻 使用示例

基础用法

import torch
from pipelines import DiffusionPipeline

base_model = "black-forest-labs/FLUX.1-dev"
pipe = DiffusionPipeline.from_pretrained(base_model, torch_dtype=torch.bfloat16)

lora_repo = "strangerzonehf/Flux-Creative-Stocks-LoRA"
trigger_word = "Creative Stocks"  
pipe.load_lora_weights(lora_repo)

device = torch.device("cuda")
pipe.to(device)