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site title: SyncTweedies: A General Generative Framework Based on Synchronized Diffusions

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synctweedies (16), photo (14), case5 (10), case2 (10), the (9), in2n (6), sds (6), and (5), texturing (5), mesh (5), qualitative (5), #results (5), #diffusion (5), for (4), general (4), framework (4), based (4), synchronized (4), with (4), text2tex (4), texture (4), paint (4), case4 (4), case3 (4), case1 (4), that (4), generative (3), diffusions (3), chair (3), wooden (3), ship (3), gaussian (3), panorama (3), images (3), car (3), turtle (3), code (2), kim (2), jaihoon (2), koo (2), juil (2), yeo (2), kyeongmin (2), sung (2), minhyuk (2), 2024 (2), arxiv (2), tree (2), covered (2), snow (2), carving (2), splat (2), generation (2), ambiguous (2), sea (2), white (2), red (2), axe (2), elephant (2), nascar (2), lantern (2), introduce (2), synchronization (2), diverse (2), textures (2), image (2), analysis (2), multiple (2), through (2), method (2), compared (2), previous (2), finetuning (2), website, template, from, thank, authors, open, source, dreamfusion, article, kim2024synctweedies, title, author, year, journal, 2403, 14370, bibtex, carrots, purple, intricate, microphone, multicolored, leaves, pigeon, ipod, minivan, baseball, glove, comparison, other, methods, room, has, been, painted, gold, old, looking, library, house, night, depth, 360, lake, under, northern, lights, beautiful, ocean, coral, reef, mountain, range, twilight, patch, permutation, color, inversion, clockwise, rotation, pirate, drum, kit, corns, leather, cruise, yellow, excavator, cucumbers, majestic, african, graffiti, chinese, style, luxurious, sports, golden, statue, luma, jeep, hourglass, hamburger, hand, carved, wood, lemon, clutch, bag, dumpster, generating, visual, content, including, splats, using, pretrained, model, first, present, various, scenarios, synchronizing, processes, canonical, space, novel, which, averages, outputs, tweedie, formula, while, conducting, denoising, instance, spaces, work, achieves, zero, shot, does, not, require, any, preserving, rich, prior, models, trained, internet, scale, datasets, without, overfitting, specific, domains, verify, offers, broadest, applicability, applications, superior, performance, state, art, each, application, abstract, pdf, kaist, denotes, equal, contribution, neurips,


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synctweedies a general generative framework based on synchronized diffusions synctweedies a general generative framework based on synchronized diffusions neurips 2024 jaihoon kim juil koo kyeongmin yeo minhyuk sung kaist denotes equal contribution pdf arxiv code abstract we introduce a general diffusion synchronization framework for generating diverse visual content including ambiguous images panorama images 3d mesh textures and 3d gaussian splats textures using a pretrained image diffusion model we first present an analysis of various scenarios for synchronizing multiple diffusion processes through a canonical space based on the analysis we introduce a novel synchronized diffusion method synctweedies which averages the outputs of tweedie s formula while conducting denoising in multiple instance spaces compared to previous work that achieves synchronization through finetuning synctweedies is a zero shot method that does not require any finetuning preserving the rich prior of diffusion models trained on internet scale image datasets without overfitting to specific domains we verify that synctweedies offers the broadest applicability to diverse applications and superior performance compared to the previous state of the art for each application 3d mesh texturing 3d mesh a dumpster a clutch bag a lemon a hand carved wood turtle qualitative results a nascar a hamburger an hourglass a jeep luma ai 3d mesh re texturing a turtle a golden statue of a turtle a car a luxurious red sports car a lantern a chinese style lantern a nascar a car with graffiti an elephant an african elephant an axe a wooden axe 3d gaussian splat texturing qualitative results a majestic red chair a photo of cucumbers a photo of a yellow excavator covered in snow a photo of a white cruise ship at sea a leather chair a photo of corns a white drum kit a photo of a pirate ship at sea ambiguous images qualitative results clockwise 90 rotation color inversion patch permutation panorama generation qualitative results a photo of a mountain range at twilight a photo of a beautiful ocean with coral reef a photo of a lake under the northern lights depth to 360 panorama generation qualitative results a house at night an old looking library a room that has been painted gold comparison with other methods 3d mesh texturing case1 case2 synctweedies case3 case4 case5 paint it texture text2tex baseball glove case1 case2 synctweedies case3 case4 case5 paint it texture text2tex minivan case1 case2 synctweedies case3 case4 case5 paint it texture text2tex ipod case1 case2 synctweedies case3 case4 case5 paint it texture text2tex pigeon 3d gaussian splat texturing case2 synctweedies case5 sds in2n a photo of a tree with multicolored leaves case2 synctweedies case5 sds in2n a photo of a wooden carving of a microphone case2 synctweedies case5 sds in2n a photo of an intricate wooden carving of a ship case2 synctweedies case5 sds in2n a photo of a purple chair case2 synctweedies case5 sds in2n a photo of carrots case2 synctweedies case5 sds in2n a photo of a tree covered in snow bibtex article kim2024synctweedies title synctweedies a general generative framework based on synchronized diffusions author kim jaihoon and koo juil and yeo kyeongmin and sung minhyuk year 2024 journal arxiv 2403 14370 website template from dreamfusion we thank the authors for the open source code
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