Bayes' Rays: Uncertainty Quantification for Neural Radiance Fields
Lily Goli, Cody Reading, Silvia Sellán, Alec Jacobson, Andrea Tagliasacchi
Neural Radiance Fields (NeRFs) have shown promise in applications like view synthesis and depth estimation but learning from multiview images faces inherent uncertainties. Current methods to quantify them are either heuristic or computationally demanding. We introduce BayesRays a post-hoc framework to evaluate uncertainty in any pretrained NeRF without modifying the training process. Our method establishes a volumetric uncertainty field using spatial perturbations and a Bayesian Laplace approximation. We derive our algorithm statistically and show its superior performance in key metrics and applications. Additional results available at: https://bayesrays.github.io/
Discussion
-
https://houseofhazards.ioPretty great post. I simply stumbled upon your blog and wanted to mention that I have really loved surfing around your weblog posts. In any case I'll be subscribing on your feed and I am hoping you write again very soon!http://nh88.red/ reply to https://houseofhazards.ioWhen I initially commented I clicked the "Notify me when new comments are added" checkbox and now each time a comment is added I get three e-mails with the same comment. Is there any way you can remove me from that service? Thanks!2025-09-12 20:18https://rabbit-road.game/ reply to https://houseofhazards.ioIf you want to obtain a good deal from this post then you have to apply such techniques to your won webpage.2025-10-21 01:47 -
work777top@gmail.comhttps://t.me/s/Casinosport_1win -
work777top@gmail.comhttps://t.me/s/Rus1WIN_Casino -
golunovamila404@gmail.comÐÑÐ¾Ñ ÑвлекаÑелÑнÑй инÑоÑмаÑионнÑй маÑеÑиал подаÑÐ¸Ñ Ð²Ð°Ð¼ маÑÑÑ Ð½Ð¾Ð²ÑÑ Ð·Ð½Ð°Ð½Ð¸Ð¹ и ÑÑÐºÐ¸Ñ ÑмоÑий. ÐÑ ÑобÑали Ð´Ð»Ñ Ð²Ð°Ñ Ð¸Ð½ÑеÑеÑнÑе ÑакÑÑ Ð¸ ÑведениÑ, коÑоÑÑе обогаÑÑÑ Ð²Ð°Ñ Ð¾Ð¿ÑÑ. ÐÑкÑойÑе Ð´Ð»Ñ ÑÐµÐ±Ñ ÑвлекаÑелÑнÑй Ð¼Ð¸Ñ Ð¸Ð½ÑоÑмаÑии и наÑладиÑеÑÑ Ð¿ÑоÑеÑÑом изÑÑениÑ! ÐÑÑÑниÑÑ Ð±Ð¾Ð»ÑÑе - https://quick-vyvod-iz-zapoya-1.ru/ -
okucerova316@gmail.comÐÑÐ¾Ñ Ð¸Ð½ÑоÑмаÑионнÑй Ð¾Ð±Ð·Ð¾Ñ ÑÑÐ°Ð½ÐµÑ Ð¾ÑлиÑнÑм пÑÑеводиÑелем по акÑÑалÑнÑм Ñемам, обÑединÑÑÑим важнÑе ÑакÑÑ Ð¸ Ð¼Ð½ÐµÐ½Ð¸Ñ ÑкÑпеÑÑов. ÐÑ Ð¸ÑÑледÑем клÑÑевÑе идеи и пÑедÑÑавлÑем Ð¸Ñ Ð² доÑÑÑпной ÑоÑме Ð´Ð»Ñ Ð±Ð¾Ð»ÐµÐµ глÑбокого пониманиÑ. ЧиÑайÑе, ÑÑÐ¾Ð±Ñ Ð¾ÑÑаваÑÑÑÑ Ð² кÑÑÑе ÑобÑÑий! ÐолÑÑиÑÑ Ð´Ð¾Ð¿Ð¾Ð»Ð½Ð¸ÑелÑнÑе ÑÐ²ÐµÐ´ÐµÐ½Ð¸Ñ - https://vivod-iz-zapoya-1.ru/ -
ab@iartun.comSeattle event transportation offers premium limousine services for corporate events, weddings, proms, and airport transfers. With a fleet of luxury sedans, stretch limos, SUVs, and party buses, clients enjoy stylish, comfortable, and reliable rides tailored to their needs. Professional chauffeurs ensure punctuality, safety, and top-tier service, navigating Seattleâs traffic with expertise.
Ideal for high-profile gatherings, Seattle event transportation provides seamless logistics, including group coordination, VIP treatment, and custom routes. Vehicles feature plush interiors, climate control, entertainment systems, and complimentary amenities like champagne or Wi-Fi. Whether itâs a downtown corporate gala, a Waterfront wedding, or a night out in Capitol Hill, the service guarantees elegance and convenience.
Booking is hassle-free with 24/7 customer support, transparent pricing, and flexible packages. Clients benefit from real-time tracking, meet-and-greet services, and adherence to strict hygiene standards. For unforgettable Seattle event transportation, trust a provider that combines luxury, professionalism, and local expertise to elevate any occasion. - https://bdluxlimo.com/the-gold-standard-of-chauffeur-excellence-seattle-town-car-service/ -
o.l.g.a...g.r.i.g.o.r.0.7.0.7.9.7@gmail.comÐезÑенÑÑ Ð§ÐµÐ»ÑбинÑк ÐдеÑÑ Ð²Ñ Ð¿Ð¾Ð»ÑÑиÑе каÑеÑÑвеннÑÑ ÑÑлÑÐ³Ñ Ð¿Ð¾ обÑабоÑке помеÑениÑ! ## ÐÑ â пÑоÑеÑÑÐ¸Ð¾Ð½Ð°Ð»Ñ Ñвоего дела: РабоÑаем бÑÑÑÑо и ÑÑÑекÑивно в облаÑÑи дезинÑекÑии, дезинÑекÑии и деÑаÑизаÑии. ## ЧÑо Ð¼Ñ Ð¿Ñедлагаем? * СовÑÐµÐ¼ÐµÐ½Ð½Ð°Ñ ÑиÑÑема обÑабоÑки жилÑÑ Ð¸ коммеÑÑеÑÐºÐ¸Ñ Ð¿Ð¾Ð¼ÐµÑений * СовÑеменнÑе пÑепаÑаÑÑ Ð¸ обоÑÑдование ### ÐаÑи ÑÑлÑги: * ÐезинÑекÑиÑ: ÑÑÑÑанение лÑбÑÑ Ð²Ð¸Ð´Ð¾Ð² вÑедиÑелей. * УÑÑÑанение мÑÑавÑев и пÑоÑÐ¸Ñ Ð½Ð°ÑекомÑÑ * СаниÑаÑÐ½Ð°Ñ Ð¿ÑоÑилакÑика и конÑÑÐ¾Ð»Ñ Ð³ÑÑзÑнов ## ÐоÑÐµÐ¼Ñ Ð²ÑбиÑаÑÑ Ð½Ð°Ñ? * ÐÑÑÑÑое ÑеагиÑование на заÑÐ²ÐºÑ ÐºÐ»Ð¸ÐµÐ½Ñа * ÐаÑанÑии ÑезÑлÑÑаÑа https://sanepidemstanciya1.ru/ -
o.l.g.a...g.r.i.g.o.r.0.7.0.7.97@gmail.comÐезÑенÑÑ Ð§ÐµÐ»ÑбинÑк ÐобÑо пожаловаÑÑ Ð² наÑÑ ÑлÑÐ¶Ð±Ñ Ð´ÐµÐ·Ð¸Ð½ÑекÑии и дезинÑекÑии! ## ÐÑ â пÑоÑеÑÑÐ¸Ð¾Ð½Ð°Ð»Ñ Ñвоего дела: Ðолее 10 Ð»ÐµÑ Ð¾Ð¿ÑÑа в облаÑÑи дезинÑекÑии, дезинÑекÑии и деÑаÑизаÑии. ## ЧÑо Ð¼Ñ Ð¿Ñедлагаем? * ÐÑÑокоÑÑÑекÑивнÑе меÑÑ Ð¿Ð¾ ликвидаÑии наÑекомÑÑ Ð¸ гÑÑзÑнов * СобÑÑвеннÑй авÑопаÑк ÑпеÑиалÑной ÑÐµÑ Ð½Ð¸ÐºÐ¸ ### ÐаÑи ÑÑлÑги: * ÐезинÑекÑиÑ: ÑÑÑÑанение лÑбÑÑ Ð²Ð¸Ð´Ð¾Ð² вÑедиÑелей. * ÐÑоÑеÑÑионалÑÐ½Ð°Ñ Ð±Ð¾ÑÑба Ñ ÑаÑаканами * СаниÑаÑÐ½Ð°Ñ Ð¿ÑоÑилакÑика и конÑÑÐ¾Ð»Ñ Ð³ÑÑзÑнов ## ÐоÑÐµÐ¼Ñ Ð²ÑбиÑаÑÑ Ð½Ð°Ñ? * ÐÑÑÑÑое ÑеагиÑование на заÑÐ²ÐºÑ ÐºÐ»Ð¸ÐµÐ½Ñа * ÐаÑанÑии ÑезÑлÑÑаÑа https://sanepidemstanciya1.ru/ -
o.l.g.a...g.r.i.g.o.r.0.7.0.7.97@gmail.comÐвалиÑиÑиÑÐ¾Ð²Ð°Ð½Ð½Ð°Ñ Ð¿Ð¾Ð¼Ð¾ÑÑ Ð² боÑÑбе Ñ Ð²ÑедиÑелÑми ÐÑ Ð¾Ð±ÑаÑилиÑÑ Ð² лÑÑÑий ÑенÑÑ Ð´ÐµÐ·Ð¸Ð½ÑекÑии и дезинÑекÑии ЧелÑбинÑка! ## ÐÑ â пÑоÑеÑÑÐ¸Ð¾Ð½Ð°Ð»Ñ Ñвоего дела: РабоÑаем бÑÑÑÑо и ÑÑÑекÑивно в облаÑÑи дезинÑекÑии, дезинÑекÑии и деÑаÑизаÑии. ## ЧÑо Ð¼Ñ Ð¿Ñедлагаем? * СовÑÐµÐ¼ÐµÐ½Ð½Ð°Ñ ÑиÑÑема обÑабоÑки жилÑÑ Ð¸ коммеÑÑеÑÐºÐ¸Ñ Ð¿Ð¾Ð¼ÐµÑений * СовÑеменнÑе пÑепаÑаÑÑ Ð¸ обоÑÑдование ### ÐаÑи ÑÑлÑги: * ÐезинÑекÑиÑ: ÑÑÑÑанение лÑбÑÑ Ð²Ð¸Ð´Ð¾Ð² вÑедиÑелей. * Ðзбавление Ð¾Ñ Ð¿Ð¾ÑÑелÑнÑÑ ÐºÐ»Ð¾Ð¿Ð¾Ð² * СаниÑаÑÐ½Ð°Ñ Ð¿ÑоÑилакÑика и конÑÑÐ¾Ð»Ñ Ð³ÑÑзÑнов ## ÐоÑÐµÐ¼Ñ Ð²ÑбиÑаÑÑ Ð½Ð°Ñ? * ÐоÑÑÑпнÑе ÑÐµÐ½Ñ Ð¸ Ñкидки поÑÑоÑннÑм клиенÑам * ÐаÑанÑии ÑезÑлÑÑаÑа https://sanepidemstanciya1.ru/ -
ab@iartun.comSeattle black car service offers premium, reliable transportation for corporate travelers, special events, and airport transfers in the Seattle area. With a fleet of luxury sedans, SUVs, and stretch limousines, clients enjoy professional chauffeurs, punctuality, and top-tier comfort. Whether heading to Sea-Tac Airport, a business meeting, or a wedding, this service ensures a seamless, stylish ride with amenities like Wi-Fi, climate control, and complimentary bottled water.
Ideal for executives, tourists, and locals, Seattle black car service prioritizes safety, discretion, and efficiency. Advanced booking options, 24/7 availability, and real-time tracking provide convenience, while competitive rates and transparent pricing eliminate surprises. Perfect for prom nights, corporate outings, or VIP tours, this service delivers elegance and professionalism, making every journey memorable. Choose Seattle black car service for a sophisticated, stress-free travel experience in the Emerald City. - https://bdluxlimo.com/the-gold-standard-of-chauffeur-excellence-seattle-town-car-service/ -
john28@firnie.comSeattle high-end mobility solutions redefine luxury transportation with premium limousine services tailored for discerning clients. Offering a fleet of sleek, late-model vehiclesâincluding stretch limos, executive sedans, and SUVsâthese services ensure comfort, style, and professionalism for corporate events, weddings, airport transfers, and VIP outings.
Experienced, licensed chauffeurs prioritize punctuality, discretion, and safety, providing seamless door-to-door service across Seattle and beyond. Advanced amenities like leather seating, climate control, privacy partitions, and complimentary Wi-Fi enhance the ride, while customizable packages cater to unique needs, from hourly charters to multi-day tours.
Ideal for business executives, celebrities, or special occasions, Seattle high-end mobility solutions combine elegance with efficiency. Competitive pricing, transparent booking, and 24/7 customer support ensure a stress-free experience. Whether navigating downtown traffic or arriving at Sea-Tac Airport in style, these services deliver unmatched sophistication and reliability for those who demand the best in luxury ground transportation. - https://bestlimorates.com/the-future-of-urban-mobility-why-seattles-premium-transportation-sector-is-attracting-investors/
Reply