![]() ![]() The Y-axis denotes the loss values at a given pt. In the case when object is not a bike, the pt is 0.4 ( 1 − 0.6 ) 0.4 (1-0.6) 0. As an example, let’s say the model predicts that something is a bike with probability 0.6 0.6 0. The X-axis or “probability of ground truth class” (let’s call it pt) is the probability that the model predicts for the ground truth object. In the graph, “blue” line represents Cross-Entropy Loss. Let’s understand the graph below which shows what influences hyperparameters α \alpha α and γ \gamma γ has on Focal Loss and in turn understand them. Important point to note is when γ = 0 \gamma = 0 γ = 0, Focal Loss becomes Cross-Entropy Loss. The only difference between original Cross-Entropy Loss and Focal Loss are these hyperparameters: alpha( α \alpha α) and gamma( γ \gamma γ). To calculate total Focal Loss per sample, sum over all the classes. It has omitted the $$\sum$$ that would sum over all the classes $$C$$. The above definition is Focal Loss for only one class. Focal Loss allows the model to take risk while making predictions which is highly important when dealing with highly imbalanced datasets. This can be fixed by Focal Loss, as it makes easier for the model to predict things without being 80 − 100 80-100% 8 0 − 1 0 0 sure that this object is something. BCE needs the model to be confident about what it is predicting that makes the model learn negative class more easily they are heavily available in the dataset. ![]() Using Binary Cross-Entropy Loss for training with highly class imbalance setting doesn’t perform well. Object detection algorithms evaluate about 1 0 4 10^4 1 0 4 to 1 0 5 10^5 1 0 5 candidate locations per image but only a few locations contains objects and rest are just background objects. Object detection is one of the most widely studied topics in Computer Vision with a major challenge of detecting small size objects inside images. It is applied independently to each element of vector s s s.į ( s i ) = 1 1 + e − s i f(s_i) = \fract_ilog(f(s)_i) L o s s = i = 1 ∑ i = C B C E ( t i , f ( s ) i ) = i = 1 ∑ i = C t i l o g ( f ( s ) i ) Focal Lossįocal Loss was introduced in Focal Loss for Dense Object Detection paper by He et al (at FAIR). It squashes a vector in the range ( 0, 1 ) (0,1) ( 0, 1 ). The outputs after transformations represents probabilities of belonging to either one or more classes based on multi-class or multi-label setting. These functions are transformations applied to vectors coming out from the deep learning models before the loss computation. One intutive way to understand multi-label classification is to treat multi-label classification as C C C different binary and independent classification problem where each output neuron decides if a sample belongs to a class or not. The aim is to minimize the loss, i.e, the smaller the loss the better the model. The target vector t t t can have more than a positive class, so it will be a vector of 0 0 0s and 1 1 1s with C C C dimensionality where 0 0 0 is negative and 1 1 1 is positive class. Cross-entropy loss is used when adjusting model weights during training. Unlike in multi-class classification, here classes are not mutually exclusive. The deep learning model will have C C C output neurons. This task is treated as a single classification problem of samples in one of C C C classes.Įach data point can belong to more than one class from C C C classes. The deep learning model will have C C C output neurons depicting probability of each of the C C C class to be positive class and it is gathered in a vector s s s (scores). All the C C C classes are mutually exclusives and no two classes can be positive class. The target (ground truth) vector t t t will be a one-hot vector with a positive class and C − 1 C-1 C − 1 negative classes. Each data point can belong to ONE of C C C classes. Cross-Entropy Loss is used in a supervised setting and before diving deep into CE, first let’s revise widely known and important concepts: Classifications We will also implement Focal Loss in PyTorch.Ĭross-Entropy loss has its different names due to its different variations used in different settings but its core concept (or understanding) remains same across all the different settings. Later in the post, we will learn about Focal Loss, a successor of Cross-Entropy(CE) loss that performs better than CE in highly imbalanced dataset setting. In this blogpost we will understand cross-entropy loss and its various different names.
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Yes, having a unique coffee table oozes style and grace, but it can also be really functional too. ![]() ![]() Select a piece that resonates with your desired mood to create a cohesive space that you look forward to being in. ![]() Enhances the Overall VibeĪdding a unique coffee table to your room can add the finishing touch you need to your room. Choices like industrial metal, artistic glass, or reclaimed wood can add a beautiful story to your space. Filters Mida coffee table metal greige Cuno coffee table low wood dark brown Foss coffeetable aluminium 40x75cm antique black / brown Lyra sidetable wood. Instead, consider choosing a coffee table with a unique shape and style or made from unconventional materials. However, it won’t accurately reflect your unique style. Sure, you can get a coffee table that’s mass-produced. They are a work of art that reflects your personal taste and design style. Coffee tables are more than a surface to rest your magazines, remote control, and drinks on. Looking for a low wooden coffee table We at DETJER are happy to help you In our collection you will find coffee tables in modern design, in all shapes and. Whether it’s a bold, sculptural, or vintage coffee table, it can serve as a conversation starter and make a statement. Sets The Tone for Your RoomĪ coffee table is a focal point of a room. Here’s why you should opt for a unique coffee table when designing a captivating and inviting space. It’s a small piece of furniture that makes a big impact. Coffee tables are a great way to add style and flair to your spaces without being overwhelming. When choosing pieces for your home, you should choose unique ones that align with your personal design style. We also took into account the quality of the materials used, as well as tried to include coffee tables to suit a range of price points.įor more interiors, fashion and technology releases delivered straight to your inbox, sign up for our GQ Recommends newsletter.Your home’s interior is a chance to display your personality, tastes, and experiences without having to say a word. First and foremost, we were looking at the aesthetic of the table, taking into account how it would look in a range of different interiors, and trying to include a selection of different design styles. In order to decide which coffee tables to include in our guide we put a wide selection to test against a range of criteria. You’ll also want to check the height and think about what you are going to use the coffee table for, whether that's displaying books, storage space, adding accessories to your room, or the occasional TV dinner. Before you make a decision, you'll want to measure up your space to make sure the table will fit and you also have plenty of room to move around it. Of course, the materials they’re made from vary enormously too, from warm woods to marble, glass, and metal. There is a litany of coffee table styles to suit every home imaginable – minimalist and unassuming, practical and chunky, or sleek and contemporary. My service includes the FREE source and design of your piece. Small side and coffee and end tables upcycled to order. What style of coffee table should I go for? Handmade Blue Fluid Acrylic Pour Ceramic Tiles Coasters Set of 4, Stylish Drinks Mats Coffee Table Decor, Unique Gift Idea for Home. This coffee table from Pols Potten captures the marble look that brings an opulent, luxurious feeling to your living room instantly. ![]() Aries folks probably shouldn’t get involved with a Pisces or a Cancer.Leo is a fiery, passionate lover and loves to take charge in the bedroom. LEO: Leos are one of the best zodiac signs in bed. Sensitive cancers find regulating their emotions a difficult task.ġ. Calculated and obsessive, Capricorns will stop at nothing to achieve their goal. This arises out of deep intuition of how the universe operates. Knowledge of the five elements allows the yogi to understand the laws of nature and to use yoga to attain greater health, power, knowledge, wisdom and happiness. How do I know what element I am?Įverything in nature is made up of five basic elements: earth, water, fire, air, and space. Your Sun sign is your basic personality and the core of who you are as a person.įor the weakest element, I would probably go for helium – one of the noble gases. The main three placements within a birth chart are your Sun sign, Moon sign and rising sign, also known as your ascending sign. The Big Three: Sun, Moon, Rising Your zodiac sign is also known as your sun sign and is just one of the many placements on your birth chart. Earth signs (Taurus, Virgo, and Capricorn) often vibe best with other Earth and Water signs: Cancer, Scorpio, and Pisces. The most compatible zodiac sun signs: Fire signs (Aries, Leo, and Sagittarius) stereotypically tend to get along best with other Fire and Air signs: Gemini, Libra, and Aquarius. Water - 4 – Cancer 8 – Scorpio 12 – Pisces – cold, wet, soft. Air - 3 – Gemini 7 – Libra 11 – Aquarius – light, hot, wet. Earth - 2 – Taurus 6 – Virgo 10 – Capricorn – heavy, cold, dry. 24 What is the water element personality like? How do I know if I have air fire water or earth?įire - 1 – Aries 5 – Leo 9 – Sagittarius – hot, dry, ardent. As a rule of thumb, images like snowmen and holiday ephemera will look best when projected onto a flat surface, whereas lasers or large-area solid colors will give you a little more flexibility (but not much - your best option is still a flat surface). Deciding how you want to angle your projector depends on your desired effect. Many Christmas light projectors come with different mounting options, like a ground stake for propping it up in the yard or a flat base for placement on a patio, deck, or other flat surface. We recommend units that have an automatic shutoff in bright conditions, saving you the hassle and energy bill of forgetting to turn it off. While many units feature a timer setting for auto-shutoff, it can be easy to forget the timer and let your projector run into the bright daylight hours. Just be aware that most accompanying remotes are infrared, so they'll need to be pointed at the receiver on the unit (typically located on or near the face of the projector) in order to work. It allows you to easily adjust the lights or turn them on and off without needing to brave the elements. ✔️ Features:If you shudder at the idea of braving the cold to adjust your Christmas projector's settings, we recommend selecting a model with a remote control. Make sure the projector you pick has the right mounting equipment for your desired location. Indoor mounting will require a flat base to place atop a solid surface. ![]() For the outdoors, you'll want a projector with a stake that can be driven into the ground so your light show isn't toppled by wind or inclement weather. ✔️ Mounting options: Depending on where you plan to set up your projector, you'll need different mounting options. That said, if you plan on using your projector indoors, the IP rating matters less. Since Christmas projectors are often used outside, we recommend those with at least a 6 (dust-tight) for the first digit, and at least a 5 (protection from water jets) for the second. Generally, the higher each of the digits, the greater protection. An IP rating consists of two numbers following the IP: The first digit indicates how well the machine is protected from solids like dust and debris, and the second indicates the protection from moisture. ✔️ IP rating: IP stands for ingress protection, and it's a measure of the protection an electronic device has from outside particles and fluids entering its system. Nevertheless, when it comes to a massive laser show, this is the projector you'll want. The projector's cord was also short compared to others and it only came with a ground stake, making mounting options limited. This is a particular consideration for households with kids and pets, and if you're worried, it may be best to go with an LED option instead. While the projector's performance impressed us, it's worth noting that it uses 3R lasers, which although relatively safe, should not be stared at directly for extended periods. ![]() The construction also felt heftier and more high-quality than some of the others we looked at. The projector features a convenient auto-shutoff feature that turns off the lasers in daylight conditions, helping cut down on energy usage. In our latest round of testing, this model blew away the competitors in terms of brightness and coverage area, showering our test room in a massive display of red and green dots. There's one word to describe this simple projector from StarTastic: bright. That said, the low price and wide coverage area of this projector justifies us swapping it into our rankings. ![]() Our previous pick for best snowflake projector, the Tangkula LED Snowflake Projector Light, featured a remote which this unit does not, so those wanting more hands-off control should go for the other option. While it wasn't the brightest of the projectors we looked at, it was more than sufficient at creating a lovely display in nighttime light conditions. Lab tests revealed that this projector had an easy set-up, requiring you only fix the heads to their mount (it comes with both a stake for driving into your yard and a flat base for placing atop your patio or deck) and plug in the unit to create a sizable light show. The double-headed design is supported by two ball-and-socket joints that let you customize each projector head's angle individually, giving you total control over the dancing snowflakes it generates. ![]() A snowflake projector that'll work in snowy conditions? Look no further than Anerbili's double-headed projector, which features an IP65 rating, meaning it'll withstand exposure to moisture from snowfall as well as dust and other solid particulates in the outdoor air. Mâche, various chicories, some Ragged Jack kale, the usual saladinis, lettuces and some pea plants.''Pea plants?''Yes. 'So, what have you got there?'Perdita looked down at the contents of her trug. 'I still am young,' she said.He shrugged. Lucas didn't want his failed marriage known about either. 'It was only for a short time, years ago, when we were both very young.'She relaxed. She didn't want their dirty and tear-stained linen washed in public. It was not hard to find the warlock responsible: Lucas Gillespie.'You will have gathered,' he addressed his workforce, 'that Perdita and I used to know each other.' He gave her a slanting glance and she stiffened. Her eyes were red with weeping, but whether this was because of the pile of finely diced onions on her chopping board, or Enzo's replacement, Perdita couldn't tell.Greg, the washer-up and general dogsbody, had his long hair tied back in a ponytail under a white cap insteadof a bandanna, and didn't make one of his sexist, racist, politically incorrect jokes, which always made Perdita laugh, in spite of herself.The whole kitchen seemed under a strange, sinister enchantment - like Narnia under its blanket of snow. ![]() She didn't offer to put the kettle on or make toast, nor did she start rummaging through Perdita's vegetables, exclaiming with delight or horror at what she found. Janey had taken on the appearance of a rabbit in thrall to a stoat. How are you?'Greg and Janey nodded stiffly, but didn't speak. The disappearance of the boob chart was the ultimate symbol of the end of Enzo's regime: an evil dictator had dethroned him.Aware that she had become the focus of attention, and that the evil dictator was wearing a very familiar scowl, Perdita decided to pretend everything was as normal. The person with the most cock-ups - usually Enzo - brought in some lagers to be drunk after service on Saturday night. As had the fat string of garlic, brought over from France by someone, the chilli peppers, too hot to use but so cheerful and the 'boob chart', a list of the mistakes made over the week. The large pots of fresh herbs, grown by Perdita, had disappeared from the windowsill. In its place was a smart white board and marker pen without so much as a smiley face to relieve its blankness. Janey, the young sous-chef, who looked about seventeen, had tried to confine her Pre-Raphaelite hair under a white cap but, like its owner, Perdita suspected, it was desperately trying to escape.The grease-spattered, doodled-on calendar, marked with everyone's holidays and birthdays, no longer hung by the telephone. Instead of a pair of brightly coloured cotton trousers, be-sloganed sweatshirt and a striped apron in one case, and a pair of ripped jeans and grubby T shirt, in the other, the they wore white overalls and chef's trousers. ![]() In fact no one seemed to be doing anything.The other two occupants of the kitchen were still justrecognisable, but looked completely different. No one was singing, swearing, or clattering pots and pans. The noise and clutter had all gone, as had the cheery hum of Radio One, a Greek chorus to the hubbub of the kitchen. The friendly, busy place she had been delivering veg to for five years had metamorphosed into something akin to an operating theatre. She had an impression of a strange whiteness. The rest of the kitchen had been affected too. How the hell should I know?'Perdita suddenly became aware that it wasn't only Enzo that had undergone a hideous transformation. Where's Enzo?''Fucked off to sunny Napoli, I expect. 'No.''So you've got bolshi in your old age, have you? You always were difficult.''I'm not at all difficult. How could short, plump, amiable and easy-going Enzo have, almost overnight, turned into the tall, black-browed monster she had divorced ten years before? Somehow she got herself across the threshold.'And take off those bloody gumboots! This is a professional kitchen, not a farmyard!'Perdita looked down at her feet and noticed that the floor was a lot cleaner than usual. 'Well? Are you going to come in? 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![]() ![]() Associate Director of Collegiate Services Kassi Ward is excited to see how the new report will dive deeper than ever before. Updating the metrics used in evaluating chapters helps us to award excellence and more accurately document the Fraternity’s history. In our Centennial year, we will review and update the scoring and structure for the McCune Annual Report, benchmarks for our chapters, and the process in which chapters receive worthy recognition. The behind-the-scenes work on behalf of the membership is a true testament to the commitment of stewardship of our member’s dollars and focus on doing right by the membership.” “The Board of Directors and I are aware of the pressure increased fees puts on chapter operations. All billing adjustments will be posted by October 15 in OmegaFi Vault. Chief Executive Officer Vanessa Ryan knows this is monumental for chapter operations this academic year. To help find our new normal, we want to be transparent and honest with our members, how we are working daily, weekly, and monthly, to create a one of a kind member experience, and to ensure Sigma Tau Gamma endeavors forward.Īfter a favorable response from our insurance provider and approval from the Board of Directors, we are able to deliver a $29 per man reduction in the base fee from the original Member Safety Fee presented in early July. We know our Centennial year will just be different. The newest back to school accessory won’t be a new backpack or a new favorite hoodie, it will be a face covering and hand sanitizer. During these unprecedented times, a shifting campus experience, and establishing a new normal this fall semester, we know that we must work harder for every member – active and alumni. Unfortunately for the 49ers, their history in this scenario isn’t exactly favorable, and you don’t have to go back far to find out why. The Seahawks had beaten the 49ers at home in the regular season, and by a commanding 29-3 score, but the 49ers eked out a win in the final Candlestick Park matchup between the two teams later in the season, winning 19-17.īeating a team three times in the same season is something that has happened 14 times since the 1970 merger, most recently in the 2017 season when the New Orleans Saints collected a trio of wins over the Carolina Panthers, including one in the Wild Card round. The Seahawks punched their ticket to Super Bowl XLVIII, which they went on to win, by defeating the 49ers by a score of 23-17 in the NFC Championship in January 2014. The 49ers and Seahawks have only ever met once in the postseason, and fans of both teams remember it well. San Francisco never really came all that close to the postseason during their nine-game regular season losing streak to Seattle, winning just 21 total games during the four seasons in which Seattle swept them. As a result, the 49ers have a chance to do what the Seahawks have never done to them: beat them three times in the same season.Įven during all those years when San Francisco simply couldn’t beat Seattle, this scenario never unfolded, though in all fairness to the Seahawks, give them credit for actually getting to the playoffs (even though they needed the recently added No. The 49ers beat the Seahawks at home by a score of 27-7 back in Week 2, and they beat them again on the road by a score of 21-13 in Week 15 to clinch the NFC West for the first time since 2019. Over the last decade, the Seahawks have had the 49ers’ number, even reeling off 10 consecutive victories over their hated division rival at one point from 2014 to 2018 (including four straight season sweeps from 2014 to 2017).īut this year, things were different, and it was the 49ers who swept the Seahawks for the first time since 2011. The NFC West showdown is set to get the postseason underway on Saturday afternoon. In year one of the post-Russell Wilson era, Geno Smith and the Seahawks are set to travel to Levi’s Stadium to take on the San Francisco 49ers on Wild Card weekend. Thanks to the Detroit Lions’ upset victory over the Green Bay Packers on Sunday night, the Seattle Seahawks found a way to get into this year’s NFL playoffs, just months after the mere suggestion of such an outcome would have seemed implausible. ![]() ![]() The San Francisco 49ers have a chance to defeat the Seattle Seahawks three times in the same season, something that Seattle has never done to them. |
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