Generate Images from Lines Mea Hana Nui: Mea Hoʻopuka Hoʻolālā Lumi Kūloko na Junming Chen

ʻO Generate Images from Lines Mea Hana Nui: Mea Hoʻopuka Hoʻolālā Lumi Kūloko na Junming Chen he mea lanakila hanohano loa o ka 2023 A' Design Award Hao ma ka Māhele Hoʻokūkū Hoʻolālā Hoʻohua, ʻAlakaiʻo, Hōʻailona a me AI Kōkua.

HaoHoʻohua· 2023

Generate Images from Lines Mea Hana Nui: Mea Hoʻopuka Hoʻolālā Lumi Kūloko

na Junming Chen

Mea Kūʻai: Junming Chen

Mea Lanakila A' Design Award Hao ma ka Māhele Hoʻohua

48,097

Mea Lanakila i Hōʻoia ʻIa

Hōʻoia i ke Kūlana Makana no #150690

Nānā ma A' Design Award Hoʻolaha Nūhou Hōʻailona Makana

Nā Waihoʻoluʻu

Ka Hoʻolālā

E Pili Ana iā Generate Images from Lines Mea Hana Nui: Mea Hoʻopuka Hoʻolālā Lumi Kūloko

Kikokikona Puke: ʻO ka Hoʻopuka ʻana i nā Kiʻi mai nā Laina mai he ʻōnaehana naʻauao kūlike i hana ʻia e hoʻopuka i nā kiʻi hoʻolālā lumi kūloko mai nā kiʻi paʻi laina. Kūkulu ʻia kēia ʻōnaehana ma luna o kahi hiʻohiʻona hoʻoheheʻe i hoʻomaikaʻi ʻia, i aʻo ʻia me nā kiʻi hoʻolālā lumi kūloko ʻoi aku ma mua o 20,000, i hōʻiliʻili ʻia a hōʻailona ʻia e nā mea hoʻolālā ʻoihana. Hoʻokomo nā mea hoʻolālā i kahi kiʻi laina i kākau lima ʻia a i ʻole i hana lako lima ʻia a koho i kahi ʻano hoʻonani, e like me ka mea hou, Kepanī, ʻEulopa, a i ʻole Kina paha. Hoʻopuka ʻia kahi kiʻi hoʻolālā i loko o kekahi mau kekona. Hoʻololi ʻia nā hoʻolālā ma o ka hoʻoponopono ʻana i ke kiʻi laina, no laila ʻaʻole pono ka hana kiʻi lima a me ka hoʻopuka hou ʻana.

Ka Hoʻomaikai

E Pili Ana i ka A' Design Award Hao

Ua lanakila ka hoʻolālā Generate Images from Lines Mea Hana Nui: Mea Hoʻopuka Hoʻolālā Lumi Kūloko i ka A' Design Award Hao, he ʻike hoʻohanohano i hāʻawi ʻia i nā hoʻolālā maikaʻi e hoʻokō ana i nā koi ʻoihana a ʻoihana hana i manaʻo ʻia mai nā mea hoʻokumu i hana maikaʻi ʻia. Hōʻike nā lanakila Hao i ka mākau nui, ka loea kiʻekiʻe, ka ʻike akamai a me ka hiki hana noʻeau o ka poʻe i hana iā lākou. Manaʻo ʻia ʻo ka hoʻolālā Generate Images from Lines Mea Hana Nui: Mea Hoʻopuka Hoʻolālā Lumi Kūloko he mea hoʻokumu i mahalo nui ʻia, hoʻohiwahiwa ʻia a aloha ʻia e pono a hou. ʻO kēia hoʻolālā i lanakila i ka A' Design Award Hao e hoʻohui ana i nā hana maikaʻi loa o ka ʻoihana a loaʻa nā ʻano ʻenehana mākaukau i hui pū ʻia me ka ʻike hana a me ka makakoho. Mahalo ʻia ka hoʻolālā Generate Images from Lines Mea Hana Nui: Mea Hoʻopuka Hoʻolālā Lumi Kūloko no kona nānā pono a ua hoʻolālā ʻia e hāʻawi i nā hoʻomaikaʻi ola e kōkua ai i ka hana ʻana i ka honua i wahi maikaʻi aku.

Ma Hope o ka Hoʻolālā

ʻEke Nūhou

Nā hōʻoia, nā lālā hui a me nā kikoʻī ʻenehana i hāʻawi ʻia e ka mea hoʻolālā.

Nā ʻAno Kūʻokoʻa: The design was done by artificial intelligence (AI) in collaboration with designers. We trained an AI that professionally generates interior designs, which can generate interior designs with different decorative styles based on input line drafts. It solves the problem that the traditional design modification requires remodeling and rendering. It only takes a few seconds to generate a design using this method, and the efficiency of generation and modification is increased by dozens of times.
Nā Ana a me ka Hoʻopili: Use artificial intelligence to cooperate with designers to generate designs with different decorative styles. The design area is 160 square meters, and the decoration styles include modern, Japanese, European, and Chinese styles.
Nā Lepili: Artificial intelligence, Human-machine collaboration, Interior design, Generative design, Efficient design, Rapid modification, Controllable design, Decoration style control
ʻEnehana Hana: The AI technology we use is our improved diffusion model technology. The typical defect of the diffusion model is that it cannot generate design according to specific "decorative style" and "space attribute," which is fatal for interior design. To this end, we re-collected and manufactured a data set containing more than 20,000 interior design renderings and data annotations and handed the data set to AI learning to generate an AI suitable for interior design. The AI can generate interior renderings specifying "decorative style" and "space attributes" by inputting line sketches.
Pilikia Hoʻolālā: The challenge of this design is to build a professional interior design AI that generates designs of high quality and correct decor. To this end, we asked professional designers to collect and label tens of thousands of interior design images and then handed over the filtered data to AI for training. Make AI understand what is "decorative style," "spatial attributes," and "aesthetic attributes" and generate an interior design with a specified decorative style.
Noiʻi: Research Background: The interior design process could be more convenient, and the efficiency of design and modification could be higher.
Methods: We trained an AI for professional interior design and used AI to cooperate with people to generate interior designs of various decorative styles from line drawings.
Results: Using our AI, designers can obtain an interior design rendering every few seconds, efficiently generating and modifying designs.
Insights: Our method can quickly generate large batches of interior designs with specified decoration styles and spatial attributes, and the generated results can be changed by modifying the line draft. Design efficiency is improved by eliminating the need for manual modeling and rendering.
Hoʻoulu Manaʻo: The traditional process of obtaining renderings for interior design is tedious and time-consuming. We use artificial intelligence (AI) to generate interior design, improve design efficiency, and explore new ways of human-computer collaborative design. Specifically, we trained an AI to create interior designs, which can quickly generate and modify designs in cooperation with humans. Changing the design does not require modifying the model and re-rendering, which improves design efficiency.
Ka Lōʻihi o ka Papahana: The project is located in Guangzhou, Guangdong Province, China, and was designed in 2023.
Kaʻina Hana: 1. Professional designers collect interior design images and mark and screen them.
2. Use the filtered data to train a professional interior design AI.
3. Designers use AI to design.
4. The designer inputs the hand-drawn or design line draft into AI to specify the decoration style.
5. AI generates the interior design of the specified decoration style.
6. The designer adjusts the line draft of the unsatisfactory part of the design and then regenerates the design.
7. After adjusting the line draft and generating it multiple times, a good design is obtained.