Of course, this isn’t a true increase of FPS as it is a dramatic reduction in latency (i.e., a frame is always available for processing we don’t need to poll the camera device and wait for the I/O to complete). While computer vision and video processing applications are certainly quite CPU heavy (especially if they are intended to run in real-time), it turns out that camera I/O can be a huge bottleneck as well.Īs we’ll see later in this post, just by adjusting the the camera I/O process, we can increase our FPS by as much as 379%! I/O tasks, as opposed to CPU bound operations, tend to be quite slow. The main thread of our Python script is completely blocked (i.e., “stalled”) until the frame is read from the camera device and returned to our script. You see, accessing your webcam/USB camera using the cv2.VideoCapture function and the. The “secret” to obtaining higher FPS when processing video streams with OpenCV is to move the I/O (i.e., the reading of frames from the camera sensor) to a separate thread. Looking for the source code to this post? Jump Right To The Downloads Section Use threading to obtain higher FPS Next week we’ll use threads to improve the FPS of your Raspberry Pi and the picamera module.įinally, we’ll conclude this series of posts by creating a class that unifies both the threaded webcam/USB camera code and the threaded picamera code into a single class, making all webcam/video processing examples on PyImageSearch not only run faster, but run on either your laptop/desktop or the Raspberry Pi without changing a single line of code! We’ll start off this series of posts by writing a threaded Python class to access your webcam or USB camera using OpenCV. Multithreading can also make your program harder to debug, but once you get it right, you can dramatically improve your FPS. This is a simple concept, but it’s one that’s rarely seen in OpenCV examples since it does add a few extra lines of code (or sometimes a lot of lines, depending on your threading library) to the project. The same notion applies to computer vision and reading frames from a camera - we can improve our FPS simply by creating a new thread that does nothing but poll the camera for new frames while our main thread handles processing the current frame. Doing this allows us to spider the webpages substantially faster. Using threading to handle I/O-heavy tasks (such as reading frames from a camera sensor) is a programming model that has existed for decades.įor example, if we were to build a web crawler to spider a series of webpages (a task that is, by definition, I/O bound), our main program would spawn multiple threads to handle downloading the set of pages in parallel instead of relying on only a single thread (our “main thread”) to download the pages in sequential order. Over the next few weeks, I’ll be doing a series of blog posts on how to improve your frames per second (FPS) from your webcam using Python, OpenCV, and threading. Click here to download the source code to this post
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Neo-Berlin is frighteningly beautiful in its order and grandeur, yet quainter, picturesque moments can also be found out in the wilderness, for instance when Blazcowicz escapes from a hospital in Poland early in the campaign and gets his first look at the blue sky in 14 years. It's pretty, too, both in-game and during cutscenes, especially when you get a chance to marvel at some of its open vistas and cityscapes. The New Order plays and runs well, though you'll encounter occasional texture pop-in and some poor audio mixing that frustratingly drowns out some well-acted voices. Wolfenstein's bloody brutality, especially when it comes to those Blazcowicz loves, only makes it easier to be sympathetic. Virtually everyone around him - from the fiendish General Deathshead to the brave Caroline Becker - also command attention. You get to see an interesting side to him that makes it easy to become invested in his journey, and he's not the only character who's worth noting, either. But when you fast-forward to 1960, Blazcowicz is older and smarter, hardened by his experiences in the post-war, Nazi-controlled world. You catch a glimpse of him 14 years before the events of the main campaign in a shockingly weak intro sequence that takes forever to put an actual gun in your hand, and at that point, he's more unrelenting meathead than poet laureate. The Wolfenstein series' longtime hero - BJ Blazcowicz - returns, though he's deeper, better written, and more fleshed-out than he's ever been. Cutscenes are especially riddled with little touches that made them more believable - the twirling of a character's thumbs as he speaks, the subtle ashing of a cigarette, the nuance of rolled eyes - and there are relatable heroes to pull for and devilish villains to wish the worst upon alike. Walking into a setting I've seen so many times before, I didn't expect the high level of polish applied to Wolfenstein's exceptional writing. By 1960, the Nazis are everywhere, laying waste to their remaining opponents while cleansing the impure from society. In The New Order, Nazi Germany didn't only win World War II it completely dominates the globe. There is no point to having more than a 100% chance of DS/CS.Barbarian Weapon Masteries and Amazon Critical Strike). Different types of Critical Strike do *not* stack (e.g.Sources of Deadly Strike stack except from a weapon which is not being used to inflict that particular blow (only applies to dual wield Assassin and Barbarians.If the level difference is only 3, which is common. When the attacking mob is more than 4 levels above the target, there is a chance of being struck by a crushing blow. A Player cannot perform a crushing blow (unless under Mind Control, in which case they are treated as mobs). They will modify your final Physical damage with Vengeance but have *no* effect on the Elemental damage caused by Vengeance. A crushing blow is an attack made by an mob or NPC that deals 150 of the damage caused by a normal successful attack.Skills that convert Physical damage to a different type ( magic, fire and cold arrow, Lightning Bolt, Fists of Fire, Berserk) do so after DS or CS are applied, so converted damage is doubled.Does not apply to Impale, Dragon Talon, Dragon Tail, Dragon Flight, Sacrifice, or Smite.Critical Strike and Deadly Strike have the same mechanics and only one of them can trigger on any given attack (so a player can't get quadruple damage).If the roll is successful, your character will deal double damage with that attack. With each eligible melee or ranged attack, the game will roll for a deadly strike according to your percentage chance from items. Deadly Strike is a Diablo II combat mechanic that appears as a Chance on Hit mod on several Unique, Set or Rune Word items. Kerry Taylor is a consumer expert who shares her best money tricks and tips with readers on her blog Squawkfox. 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The young Vuitton was 13 at the time and would need to travel on foot to get to the capital, which was hundreds of miles away. The company’s modest origins can be traced back to when its founder, Louis Vuitton (1821–92), wishing to free himself from the conventional lifestyle in his provincial French city of Anchay as well as a difficult stepmother, left in the early 1830s to make a new life in Paris. The story behind iconic luxury brand Louis Vuitton - best known for its esteemed handbags, crossbody bags, leather goods, ready-to-wear clothing and more - is one of craft and innovation in the worlds of fashion, jewelry and furniture. Bringing the Fornasetti look into the future is Barnaba Fornasetti, who took the reins of the company after his father's death. The chimerical, fish-nor-fowl nature of Fornasetti’s work may be its greatest strength. A large Fornasetti piece such as a cabinet or a desk can change the character of an entire room his smaller works have the aesthetic power of a vase of flowers, providing a bright and alluring decorative note. They act, essentially, as functional sculpture. The two worked together on numerous commissions for interiors, though their greatest project has been lost: the first-class lounges and restaurants of the luxury ocean liner Andrea Doria, which sank in 1956.įornasetti furnishings occupy an unusual and compelling niche in the decorative arts: they are odd yet pack a serious punch. Beginning in the early 1950s, they created a striking a series of desks, bureaus and secretaries that pair Ponti’s signature angular forms with Fornasetti’s decorative motifs - lighthearted arrangements of flowers and birds on some pieces, austere architectural imagery on others. A group of his hand-painted silk scarves, displayed in the 1933 Triennale di Milano, caught the eye of the architect and designer Gio Ponti, who, in the 1940s, became Fornasetti’s collaborator and patron. He showed artistic talent as a child and enrolled at Milan’s Brera Academy of Fine Art in 1930, but was expelled after two years for consistently failing to follow his professors’ orders. His work is archly clever, often surreal and always fun.įornasetti was born in Milan, the son of an accountant, and he lived his entire life in the city. Fornasetti used transfer prints of these images, rendered in the style of engravings, to decorate an endless variety of furnishings and housewares that ranged from chairs, tables and desks to dinner plates, lamps and umbrella stands. He crafted an inimitable decorative style from a personal vocabulary of images that included birds, butterflies, hot-air balloons, architecture and - most frequently, and in some 500 variations - an enigmatic woman’s face based on that of the 19th-century opera singer Lina Cavalieri. The Italian artist, illustrator and furniture maker Piero Fornasetti was one of the wittiest and most imaginative design talents of the 20th century. |
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