![]() These maps are then collapsed into one by taking the argmax at each pixel position. To generate this, our network has a one-hot-encoded output channel for each of the possible class labels: Below is an example of what the architecture for an image classification task might look like:Īs we can see, the output of the network is a single prediction for a class label, but what would the output be for a segmentation task, in which an image may contain objects of multiple classes in different locations? Well, in such a case, we want our network to produce a pixel-wise map of classifications like the following:Īn image and its corresponding simplified segmentation map of pixel class labels. It’s largely for this reason that filters typically decrease in size over the course of a network, while also increasing in number such that fine-grained features can be learned. However, given that each filter is represented by a set of weights to be learned, having lots of filters of the same size as the original input image makes training a model quite computationally expensive. The more filters a network has-or the deeper a network is-the more features it can extract from an image and thus the more complex patterns it can learn for the purpose of informing its final classification decision. Each filter has different weights and thus gets trained to recognize a particular feature of an image. convolving) rectangular “filters” over an image. Let’s take a look at how CNNs work for classification before getting into the more complex task of segmentation.Īs you may know, CNNs work by sliding (i.e. You’re likely familiar with CNNs and their association with computer vision tasks, particularly with image classification. I’ll be exploring approaches taken to the SpaceNet 6 challenge later in the post, but first, let’s explore a few of the fundamental building blocks of machine learning techniques for image segmentation to uncover how code can be used to detect objects in this way. Given this, the challenge provides us with a good starting point from which we can begin to build understanding of what is an inherently advanced process. The SpaceNet project’s SpaceNet 6 challenge, which ran from March through May 2020, was centered on using machine learning techniques to extract building footprints from satellite images-a fairly straightforward problem statement for an image segmentation task. Applications of this type of aerial imagery labeling are widespread, from analyzing traffic to monitoring environmental changes taking place due to global warming. ![]() In the case of satellite imagery, these objects may be buildings, roads, cars, or trees, for example. Additionally, segmentation differs from object detection in that it works at the pixel level to determine the contours of objects within an image. What is image segmentation?Īs opposed to image classification, in which an entire image is classified according to a label, image segmentation involves detecting and classifying individual objects within the image. In this post, I’ll be discussing image segmentation techniques for satellite data and using a pre-trained neural network from the SpaceNet 6 challenge to test an implementation out myself. In my first blog, I walked through the process of acquiring and doing basic change analysis on satellite data. ![]()
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![]() ![]() I give them points for doing something a little bit differently on this one while still keeping to the genre. I also should have noted earlier that the malt actually has a lot of character to it, it's not just 2-row with wheat and oats. I do appreciate the very authentic citrus character, and the fact that they've kept some bitterness to it whereas a lot of juicy and hazy IPAs these days go more for the sweeter side of things. I think this is a decent beer but it's nothing really special. The head held up about as well as I expected it to do given the drop at the outset and it didn't leave a whole lot of lacing behind what was there was temporary and faded to next to nothing at this point. That's quite often the case for me though so I'm not sure. I'm quite sure that there's some wheat in the grain bill as you can taste it, giving it that bready quality, but I'm not finding any oats. I used to work at a place that sold it and people would FLOCK to buy dollar four packs of the shit. In the mouth it's medium bodied and gently crisp with a moderate, fine bubbled carbonation and extra proteins that give it added smoothness. Discussion I’m from Boston, so the amount of people with Lord Hobo’s Boom Sauce in their hand is astounding. It's firmly bitter, and dry and gently acidic in the finish with the citrus and earthy and piney/resinous notes lingering. I think that the orange and grapefruit are the main notes but there's also some mango, passionfruit, berry, earthiness, and pine. ![]() Those notes in combination with the bitterness that's there remind me of grapefruit pith. The taste follows with some acidity and added herbal, grassy, and "dank" notes. The beer pours a cloudy orange color, while the body is medium and easy to drink. The beer features an alcohol content of 7.8 percent, with a bright bitterness. A flagship IPA of Lord Hobo Brewing, the entire brewing process plus the dry hopping offers you a balance of citrus and tropical fruits. There's not a whole lot of aroma to it but what's there is citrusy with a combination of orange and grapefruit backed by a thin curtain of otherwise tropical fruits. Boom Sauce is a New England India Pale Ale. ![]() I wonder if I need to salt my glass again to get it back to "beer clean". I thought that the head retention would be better but it's dwindling a bit. Notes via stream of consciousness: 617 has the almost always typical hazy golden and lightly orange tinted body beneath a finger's width of white foam. $20.99/12pk variety case Javies Beverage, Phila., PA ![]() ![]() ![]() There are tons of options for rocket stoves available online as a camping or survival tool – you can take these anywhere. Traditionally, if you buy a rocket stove, it will either come already assembled or come with easy to understand instructions. ![]() A rocket stove is actually more effective, but is also a little bit more complicated. You can make a hobo stove out of a single can, and it’s going to be pretty basic. It’s called a rocket stove because (if you do it right) the flame can kind of resemble the flame that comes out of a rocket at launch. The only difference is that a rocket stove works better, and it produces a much more significant flame for you to cook over that’s much more similar to an actual stove flame. It works using the same principles and the same materials. What is a Rocket Stove?Ī rocket stove is basically the same thing as a hobo stove. In just a few minutes, you can turn an old coffee can or a soup tin into a workable stove. All you need is a can and something sharp. Take a can, carve some air vents into it, and fill it with natural wood fuel. There are lots of different designs for hobo stoves, but the principal is the same. You can use one in the woods to cook on or for warmth, and in the case of a modern survival situation in which the power has gone out and you have no way of cooking food or boiling water, a hobo stove can work as an emergency option so you’re not forced to eat everything raw. You can use a hobo stove while living in your car (just don’t do it inside of your car) to boil water in the morning without needing a source of electricity or gas. If you’re living in your car, living off the grid, or if you’re an avid outdoorsman, being able to improvise a hobo stove is really a skill you should have in your back pocket. We can use hobo stoves in all kinds of modern situations. During the great depression, as many everyday things became unaffordable, a hobo stove was an improvised way to heat things up that wouldn’t cost people money.īut hobo stoves aren’t just for folks who lived through the great depression. A hobo stove packs easily and can be taken anywhere, and you can make one from basically nothing – at its core, you need a tin can and a knife and that’s it (it’s likely you’d have both in your backpack anyways). The whole idea behind the invention is that you have a useful stove that you can use for boiling water or heating up some beans while out in the wild – and you can put together this stove with a very limited set of materials. People began using hobo stoves back in the days of the Great Depression. Today we’ll be learning all about how to effectively cook and boil water while in the wilderness using nothing but a tin can and some ingenuity. If you’re looking for instructions on how to make an effective, improvised stove with limited supplies, you have come to the right place. Today we’re looking at how to build a rocket stove (or a hobo stove). How to Make a Rocket Stove (or Hobo Stove) ![]() ![]() ![]() These examples are programmatically compiled from various online sources to illustrate current usage of the word 'shout-out.' Any opinions expressed in the examples do not represent those of Merriam-Webster or its editors. 2023 All spectacles have the power to make a guy look super yummy, but round glasses deserve a special shout-out. 2023 In the next episode, Denise and her co-host gave Jemma a shout-out and used her questions as a jumping off point for their conversation. 2023 These fleeting shout-outs come from bona fide super fans, with a sense of humor about culture and about themselves. Shout it out, Shout it out, He is risen Our God is alive in us Shout it out, Shout it out, He is risen Our God is alive Bridge Now everybody dance 'til Your Kingdom come Everybody. Laura Lajiness Kaupke, Glamour, 31 Mar. informal (also shoutout, shout out) uk / at.at / us / at. 2023 Some are unmistakable and splashy, while others are subtly printed- shout-out to our quiet luxury lovers. Mesfin Fekadu, The Hollywood Reporter, 2 Apr. 2023 Kane Brown also gave a shout-out to the video’s director, Alex Alvga, who is from Barcelona. 2023 Watch her full monologue, including a shout-out to her friend Barack Obama and a request for higher teacher salaries, above. 2023 The only member not on stage was R&B sensation Ari Lennox, and Cole gave her a special shout-out. Recent Examples on the Web While Elle's work is typically behind the scenes, Keegan-Michael never fails to praise his wife for her accomplishments and frequently gives her sweet shout-outs on Instagram. ![]() ![]() ![]() The Horseheads Police Department state that as additional information develops, and as additional arrests are made, more information may be provided. The investigation into this case is active and ongoing, and if you have any information regarding this incident you are asked to contact the Horseheads Police Department at 60. Wiring Trough, Type 3R, Rainproof, Screw Cover, 14 Gauge Steel, Painted ANSI 61 Gray Acrylic Electrocoat Finish, Size: 12 Inches Width, 12 Inches Depth, 4 Feet Length, No Knockouts Item : 137920 CAT : A121248RT UPC: 783510501990 Category: NEMA 3R Wire Trough Sign In or Register to view pricing and more. According to law enforcement, remnants of yellow and orange insulation that was stripped from the wiring was located during the execution of the search warrants. ![]() Through the investigation, the Horseheads Police Department executed two search warrants, one in the Village of Horseheads, and one in the City of Elmira. From heavy power cable pathways on oil drilling platforms to data center cabling, explore the cable tray thats strong yet easy to install. 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With only a 13 band graphic & time alignment (networking off again of course), the midbass was full, the bottom end was balanced and blended well with the doors. A 5 channel iON headed by a low tier Pioneer double din again ran a set of passive JBL GX600c with matching GX 6x9 in the rear deck and finished out with a Peerless XXLS 10" sealed which was fashioned like IB, sealing off the trunk from the cabin. Sucker got impressively loud enough to make me think I could have left it in 5 channel mode. One Picasso 5 headed by an 80prs was bridged on a set of Diamond audio passive 6.5" and also ran two GT5 10" subs in IB. Nothing sounded muted or smeared that I could detect. I'm sure that's also a function of the drivers used. Love the PDX, but the top end can use some dialing down a bit. The PDX seems to have a more pronounced top end over the other amps including JBL MS series, but the Picasso & iON sound clean with nothing standing out similar to the JBL. In each setup, the amps were matched pretty well to the drivers, supplying more than enough power to hear the drivers begin to break up before the amp couldn't do more. To me, the differences I've heard between amps is the way they act nearing the limits of their power range. The most you can hope for is they've found a decent buildhouse to source from. If you're lucky, they may have moved some proven boards into new cases, but I doubt it. ![]() Outside of those, the Rubicon, Spectrum (which looks like they've put some thoughts into them at least on the outside), who knows? Can't say I'm ready to be the guinea pig when one series is working fine enough. Personally, I think the amps are fine for uber budgets that are tight in space. The amount of output from the 5 channels were plenty for a daily driver with enough beef on a low power sub(s) (175-250 rated Peerless, JBL GT5, etc), and your common entry level to mid tier component sets. Noise floor appeared just as silent as any other amp used in my own vehicles but I don't have golden ears so ymmv. ![]() Nothing fancy, just Pioneer headunits w/networking including a 2 volt output double din, 80prs, etc straight into the amps. The Picasso/iON nanos have been fairly solid when I've installed them. ![]() ![]() ![]() It works extremely well with day to day task management if you don’t put your task under any notes but on ‘daily notes’. You can’t track unless you add your tasks in ] and add the date link separately.
![]() ![]() Susan gave up her job and spent more and more of her time helping him as his health deteriorated. In 2012 he left the Guardian to return to Glasgow. In 2012 his book Celtic: A Biography in Nine Lives was published he had written several others over the years, mainly about Scottish football and beginning with One Afternoon in Lisbon (co-written with Pat Woods in 1988) about Celtic’s European Cup glory in 1967. No one had a bad word to say about him, and that spoke volumes. In an industry where cynicism is embedded, he stood out for his kind, gracious and graceful approach. If such a note had arrived from any other journalist, ego would have led to annoyance, but from Kevin it produced only a smile. True to the word’s definition, which relates to a larger amount of something than is needed, he reminded me that “teams cannot create too many chances”. Many years later a ticking off arrived by email for my use of “plethora” in relation to opportunities missed during a football match. He also allowed me to stay in his home after being instrumental in arranging some work experience at the Guardian. It only emerged later, and by accident, that all of this took place on Kevin’s day off. Support was not reserved for the young: in the late 2000s, when Hugh MacDonald, then a sportswriter with the Herald in Glasgow, arrived in London to preview a Champions League tie involving Arsenal, Kevin drove him to the club’s rural pre-match press conference and then back to his hotel. He regarded his own route as too unorthodox to be helpful and was perhaps unaware that even just a return communication from someone of his standing – which he always gave - would nonetheless be gratefully received. Self-deprecating about the scale of his own talent, he felt uncomfortable at receiving so many emails from inquisitive teenagers keen on pursuing a life in the sports media. In 2002 he succeeded David Lacey as the main footballing writer at the Guardian, moving with his wife, Susan Stewart, an investment banker, whom he had married in 1986, to Stoke Newington in north London.ĭuring his time at the Guardian Kevin was a constant source of support to other journalists, both established and aspiring. His writing was of sufficiently high quality and balance to render such thoughts redundant.ĭeepest condolences to the family of journalist and author Kevin McCarra from everyone at Celtic FC #YNWA /Mm2bv72DT1- Celtic Football Club October 25, 2020 ![]() Similarly, even in such a tribal environment as Glasgow, where support for either half of the Old Firm is generally kept under wraps, he had no fear of revealing his lifelong allegiance to Celtic, as even Rangers fans knew he would not allow that to cloud the judgment in his work. There was, however, never any prospect of Smith, Petric, Gough or anyone else in the football world becoming angry with Kevin. It was at the Times during one particularly raucous European football night at Ibrox that Kevin dictated to the copytaker down the phone that the Rangers manager Walter Smith had “returned to his previous central defensive pairing of Richard Gough and Gordan Petric” – only to find the phrase rendered into “tedious central defensive pairing” when it appeared in the paper the following morning. ![]() ![]() When the entrepreneur Fergus McCann saved Celtic football club in 1994 Kevin was at the forefront of reporting on the story and shortly afterwards he accepted a move to the Times, initially as Scottish football correspondent but later covering English matches after the direct intervention of the newspaper’s editor prevented a move to the Scotsman. Kevin’s deft touch and sharp observations quickly caught the eye of the newly established Scotland on Sunday, which in 1988 took him on as a staff writer – and the PhD was ditched. In turn that led to writing work with Scottish Field magazine. However, an invitation from the Third Eye Centre to curate an exhibition about Scottish football was followed by a commission to write a book entitled A Pictorial History of Scottish Football, which was published in 1984. ![]() ![]() ![]() This pick came with the largest lidded mixing jar we tested (42 ounces), which is helpful for larger batches but does require more maneuvering for smaller servings. The blender attachment clips onto the motor with ease and feels secure. The nonstick edge on the blender arm means you can blend in your pots without fear of scratching. The rubber handle is soft, narrow and comfortable to grip and the “on” button is easy to hold down. It requires more up-and-down motion to blend uniformly, but we still found it easy to operate. Some models create a vortex that pulls food into the blades and results in suction on the bottom of the container, but the Breville’s blade guard is uniquely shaped to reduce this, which allows you to raise the tool more easily as you blend and helps prevent splatters. This immersion blender offers 15 speed settings and has a lot of great features that make it our top pick. We also considered the weight, power and settings of each model to find the best options. To test each immersion blender, we blended a smoothie, pureed a soup and made a mayonnaise. The pros in the Good Housekeeping Institute Kitchen Appliances and Technology Lab tested 13 models in our most recent test to find those that are easy to assemble, comfortable to operate and delivered on performance. No matter the type, the best models can handle big jobs like blending smoothies and pureeing soups directly in the pot and smaller jobs like making mayo or salad dressing. ![]() Others are designed with a motor that can be attached to the blender arm as well as other tools like a whisk, mini food processor or beaters like those on a hand mixer. Some are constructed as a single piece - the motor cannot be removed from the blender arm that houses the blades. Immersion blenders - also called hand blenders, stick blenders or wand mixers - give you the freedom to blend and puree foods without needing to transfer them to a full-size blender. ![]() Even though it’s made out of mostly cheap components, the color Black suits its aesthetic and looks pretty sleek overall.We updated this story in February 2022 to ensure all products tested and vetted by the Good Housekeeping Institute Kitchen Appliances and Innovation Lab are in stock and reflect current pricing. Well, considering everything, even without applying any special offers, the Black And Decker Blender is one of the best budget blenders at MSRP. However, if you fancy vacuum blenders and would like to try one, check this Biochef Vacuum Blender Container review. So, if you can spend about 50 bucks more for the Instant Ace blender, that would absolutely be a much better investment. But still, as it is a budget blender, a lot of features are missing here. On top of that, because it’s sold and shipped directly by Amazon, you get free shipping in most parts of the United States. The value proposition of the Black And Decker Blender is already off the chains because of its low price tag. If you prefer extra attachments with your blender, the Ninja CT810 comes with a single-serve cup, whereas the Ninja Ultima blender doesn’t include any attachments. At this price, most other related products from other known manufacturers don’t come with unique accessories either. Other than the PerfectPour Glass Jar, the advanced lid with a pour spout and ingredient slot, and the motor base, this Black Decker blender doesn’t really come with anything else. But then again, you can’t really expect top-notch build quality all the way throughout at this price range. And the buttons themselves don’t really feel premium or satisfying either. In turn, the blender wobbles at higher speed settings. The base feels pretty light, plasticky, and cheap. And that is especially the case with this Black Decker blender, simply because of the poor quality control. The durability is a bit of a toss-up, really, with these cheap blenders. This is especially helpful for beginners because this blender doesn’t have any auto modes to speak of. You get four speed settings, and thankfully each speed setting is labeled on top with the recommended use case/drinks. Just like the Oster Reverse Crush Blender, this one also features button-based controls. If you really need something that can effortlessly slice through food content without much noise, go for the Ninja Foodi Blender instead. And not to mention, the blender becomes very loud on higher speed settings, which is expected from a lower-powered motor of this caliber. However, it can only manage about 350 Watts max when it comes to continuous power output. The plastic base of this Black Decker blender sports a motor with a peak power of 700 Watts. Not enough power to thoroughly blend very hard objects. ![]() |