Generate Images from Lines Umsebenzi Osemgangathweni: Umqondisi Wokuqulunqa Ingaphakathi ngu-Junming Chen

Uyilo olubizwa ngokuba yi-Generate Images from Lines Umsebenzi Osemgangathweni: Umqondisi Wokuqulunqa Ingaphakathi olwenziwe ngu-Junming Chen ngumwini obekekileyo webhaso elinobukhazikhazi le-2023 Ibhaso Lentsimbi le-A' Design Award Kudidi Lokhuphiswano lwe-Uyilo oluVelisayo, olwe-Algorithimu, olweParametrikhi kunye noluNcediswa yi-AI.

IntsimbiOluvelisayo· 2023

Generate Images from Lines Umsebenzi Osemgangathweni: Umqondisi Wokuqulunqa Ingaphakathi

ngu Junming Chen

Umxhasi: Junming Chen

Umwini we-Ibhaso Lentsimbi le-A' Design Award Kudidi Lwe-Oluvelisayo

48,097

Umwini Webhaso Oqinisekisiweyo

Qinisekisa Isimo Sebhaso se-#150690

Jonga kwi-A' Design Award Uxwebhu Lweendaba Ibheji Yembasa

Imibala

Uyilo

Malunga ne-Generate Images from Lines Umsebenzi Osemgangathweni: Umqondisi Wokuqulunqa Ingaphakathi

Umbhalo Wencwadi: Yenza Imifanekiso Kwiimigca yinkqubo ye-artificial intelligence eyenza imizobo yoyilo lwangaphakathi ivela kwimizobo yemigca. Le nkqubo isekwe kwimodeli ephuculweyo ye-diffusion, eqeqeshwe ngaphezu kweemifanekiso ezingama-20,000 zoyilo lwangaphakathi eziqokelelweyo nezichaziweyo ngabayili abaziingcali. Abayili bafaka isabhulu somzobo osenziwe ngesandla okanye osedijithali baze bakhethe isimbo sokuhombisa, njengesimbo sanamhlanje, esaseJapan, esaseYurophu okanye esaseTshayina. Umfanekiso wenziwa ngemizuzwana embalwa. Uyilo lutshintshwa ngokuhlela isabhulu somzobo, ngoko akufunekanga umzobo wesandla nokuphinda kwenziwe umfanekiso.

Ukuqatshelwa

Malunga ne-Ibhaso Lentsimbi le-A' Design Award

Generate Images from Lines Umsebenzi Osemgangathweni: Umqondisi Wokuqulunqa Ingaphakathi ngumphumeleli weIbhaso Lentsimbi le-A' Design Award, ukuqatshelwa okuhlonitshwayo okunikwa imiyilo elungileyo eyanelisa iimfuno zobungcali neemveliso ezilindelekileyo kwimveliso ezicwangciswe kakuhle. Abaphumeleleyo beNtsimbi babonisa ubuchule obukhulu, ubuchule obuphezulu, ukuqonda kwengcali namandla okuyila abayili babo. Generate Images from Lines Umsebenzi Osemgangathweni: Umqondisi Wokuqulunqa Ingaphakathi iyathenjwa ukuba ibe yimveliso exatyiswa kakhulu, edunyiswayo nethandwayo esebenzayo neyinto entsha. Lo myilo uphumeleleyo weIbhaso Lentsimbi le-A' Design Award udibanisa iindlela ezilungileyo kakhulu zemboleko kwaye unezimpawu zobuchwephesha ezifanelekileyo ezidityaniswe nolwazi netalente. Generate Images from Lines Umsebenzi Osemgangathweni: Umqondisi Wokuqulunqa Ingaphakathi iyahlonelwa ngenxa yenkcukacha yayo kwaye yacwangciselwa ukunika uphuculo lomgangatho wobomi olunceda ukwenza ihlabathi libe yindawo engcono.

Emva Koyilo

Ikhithi Yeendaba

Iziqinisekiso, amalungu eqela kunye neenkcukacha zobugcisa ezinikezelwe ngumyili.

Iimpawu Ezizodwa: 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.
Imilinganiselo nePakishini: 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.
Iithegi: Artificial intelligence, Human-machine collaboration, Interior design, Generative design, Efficient design, Rapid modification, Controllable design, Decoration style control
Ubuchwepheshe Bokuvelisa: 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.
Umngeni Woyilo: 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.
Uphando: 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.
Inkuthazo: 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.
Ubude Beprojekthi: The project is located in Guangzhou, Guangdong Province, China, and was designed in 2023.
Ukuhamba Komsebenzi: 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.