Nice work! Can you comment on how this differentiates from Paperclip?
281 karma · joined June 20, 2021
1) They’re overly green because the greens of the RGGB color filter array are more sensitive to light than the other colors. This needs to be corrected with nontrivial auto-white-balance algorithms (not only the green bias needs to be fixed but other scene-dependent factors)
2) The Bayer pattern of the color filter array creates a checkerboard color pattern that needs to be fixed with debayering/demosaicing algorithms - again nontrivial if you don’t want to create artifacts or overblur with simplistic interpolation approaches, and there are even ML algorithms that do this now.
3) Bayer RAWs are linear in photon intensity which is not accurate to how our visual system compresses the high dynamic range. Therefore, various tone mapping algorithms are required to reproduce a natural-looking tone/intensity map of the scene.
4) Small sensors can’t collect enough light and this inhererently results in noisy raw images that need to be denoised. There are a lot of different denoising approaches (including modern that are basically all ML), but care needs to be taken as this is one of the places where it’s easy to generate an overly-processed image.
There are a lot more steps that happen in a typical image processing pipeline, while yes can be tuned in non-ideal ways to produce overly-processed-feeling images, but are at the end of the day necessary if you don’t want something that looks like these: https://images.app.goo.gl/neJCHk5QsVt68XpL7
Also how critical is NVIDIA’s infiniband networking advantage when it comes to inference workloads?
I was watching “Hustle” (Adam Sandler basketball movie) yesterday and strangely enough a line he said resonated with me: “they can’t kill you if you’re already dead.” (The context in the movie was that the youngster protagonist missed his official chance of playing in the NBA by failing the combine, and thus was “dead.” He had nothing to lose when he got a random last-ditch chance to demonstrate his skills in another venue.). As a Christian we believe that our old selves have died and that we are born again in the Spirit, even while we are here on earth. This gives those who believe this the confidence to face any fear or challenge in this lifetime, as we have already died anyway, there is nothing to lose since our new lives are secure in Christ (even after a physical death process).
Source: have 3 yo boy and 7 mo girl, even with stay at home mom to help. The girl’s presence is almost unnoticeable during work hours unless I want to see her, it’s fully under my control. The boy is a totally different story. Wouldn’t get anything done if I didn’t go to the office.
If there are verifiable counter-claims/evidence then that’s where the action should be.
Relevant (accurate) past recognition should be taken into account as a prior when evaluating uncertain present claims. It doesn’t mean they’re automatically right, and evidence/arguments should be evaluated on their own merit as much as possible, but in the face of opaque fog of war, are you suggesting this journalist should be taken no more seriously than some rando off the street?