Content access levels refer to sets of content permission allowing you to decide which content your members could or couldn’t see. It helps deliver premium content to your members and customers easily. You can also ask users to pay and upgrade their member levels to view restricted content. Membership plugins instantly come to mind when...

The National Park Service (NPS) is developing an Environmental Assessment (EA) under the National Environmental Policy Act (NEPA) to analyze potential changes to concession operations at Grand Canyon National Park. https://www.nps.gov/grca/learn/news/national-park-service-seeking-comments-on-potential-changes-to-concessions-operations-at-grand-canyon-national-park.htm

At approximately 5:45 a.m. the Grand Canyon Regional Communications Center received a call alerting officials to a potential suicide. https://www.nps.gov/grca/learn/news/possible-suicide.htm

Alejandro Bussot, 25, of Miami, FL has been identified as the potential suicide victim at Grand Canyon National Park. Body recovery teams were able to reach the victim, who was located approximately 250 feet below the rim, earlier this morning. https://www.nps.gov/grca/learn/news/victim-identified.htm

At approximately 9 am on Thursday, December 1, the Grand Canyon Regional Communications Center received a call alerting rangers to a potentially suicidal individual at Grand Canyon National Park. https://www.nps.gov/grca/learn/news/potential-suicide-grand-canyon.htm

Grand Canyon National Park implemented Level 2 water conservation measures on Wednesday, October 3, due to a series of breaks in the Transcanyon Waterline. This morning Water Utility staff at the park responded to another pipeline break. Additionally, attempts to pump water beyond Indian Garden yesterday failed. Park staff are currently assessing the situation and attempting to resolve the problem as quickly as possible. https://www.nps.gov/grca/learn/news/grand-canyon-nat-pk-prepares-for-potential-increase-in-water-conservation-methods.htm

The fungus Pseudogymnoascus destructans (Pd) has potentially been detected on a fringed myotis (Myotis thysanodes) at Grand Canyon National Park. The bat was captured and sampled for the fungus in April 2019 during routine surveillance by park biologists. https://www.nps.gov/grca/learn/news/bat-fungus-potentially-detected-at-grand-canyon-20191204.htm

This new research has outlined yet another benefit to intermittent fasting—that may arise from the time you eat, rather than what you eat.

The post New Intermittent Fasting Program Shown to Suppress Cancer and Metabolic Disease in Mice and Humans appeared first on Good News Network.

Earth's climate is changing, as evidenced by warming temperatures, increased temperature variability, fluctuating precipitation patterns, and climate-related environmental disturbances.

Using :before/:after and content: together with the general sibling selector to produce a CSS only gallery of 100 images with all the image information in the stylesheet.

Using :before/:after and content: together with the general sibling selector to produce a CSS only gallery with minimal code for the iPad etc..

In rural Alaskan communities, high economic, social, and ecological costs are associated with fossil fuel use for power generation.

Goal three of the current U.S. Department of Agriculture, Forest Service strategy for improving the use of woody biomass is to help develop and expand markets for woody biomass products. This report is concerned with the existing volumes of renewable wood energy products (RWEP) that are currently used in Alaska and the potential demand for RWEP for residential and community heating projects in the state.

We evaluated the effects of vegetation control and organic matter (OM) removal on soil water content (SWC) in a Douglas-fir (Pseudotsuga menziesii (Mirb.) Franco) plantation from age 3 through age 5. Treatments were presence versus absence of vegetation control through year 5 and bole-only harvest of the previous stand versus total-tree harvest of the previous stand including removal of all coarse woody residues.

The work described in this report was initiated during the Interior Columbia Basin Ecosystem Management Project (ICBEMP). The ICBEMP produced a broad-scale scientific assessment of ecological, biophysical, social, and economic conditions for the interior Columbia River basin and portions of the Klamath and Great Basins. The broad-scale assessment made extensive use of potential vegetation (PV) information. This report (1) discusses certain concepts and terms as related to PV, (2) describes how a PV framework developed for the broad-scale ICBEMP assessment area was stepped down to the level of a single section in the national hierarchy of terrestrial ecological units, (3) describes how fine-scale potential vegetation types (PVTs) identified for the Blue Mountains section were aggregated into the midscale portion of the PV hierarchy, and (4) describes the PVT composition for each of the midscale hierarchical units (physiognomic class, potential vegetation group, plant association group).

A gradient-analysis-based model and grid-based map are presented that use the potential vegetation zone as the object of the model. Several new variables are presented that describe the environmental gradients of the landscape at different scales. Boundary algorithms are conceptualized, and then defined, that describe the environmental boundaries between vegetation zones on the Olympic Peninsula, Washington, USA.

Nationally, there is growing public interest in and policy pressure for developing alternative and renewable sources of energy. Wind energy facilities in the Pacific Northwest expanded rapidly over the past decade, as a result of state policies that encourage wind energy development. While much of the development thus far has occurred on private lands, there is interest in expanding onto federal land. However, there are concerns about the impacts of wind energy on wildlife. Wind energy facilities have the potential to harm wildlife both directly through collisions with turbines and transmission lines, and indirectly by modifying habitat. This report synthesizes the available scientific literature on potential wind energy facility impacts to wildlife, with a focus on the Pacific Northwest (Oregon and Washington), and summarizes the current best management practices recommended in federal and state guidelines for wind energy development. Research gaps in our understanding of wind energy impacts on wildlife remain. Future research needs include long-term, multisite, experimental studies of wind energy impacts on wildlife, improved ability to estimate population-level and cumulative impacts of wind energy facilities on wildlife, and better knowledge of key wildlife species' migration and demography.

The Aquatic Conservation Strategy (ACS) of the Northwest Forest Plan guides management of riparian and aquatic ecosystems on federal lands in western Oregon, western Washington, and northern California.

The proposed takeover deal of the Magpies is now understood to be in the hands of the Premier League.

All the latest Newcastle United takeover headlines including updates from Lomana LuaLua and Shola Ameobi

If your career is important to you, then you should make the CAREER section on ALL ACCESS your job to read weekly. Inside the section, you'll find: • Coaches Corner: Check out this … more

HUBBARD RADIO/SEATTLE has announced that CAT THOMAS will become the Brand & Content Director at Top 40 KQMV (MOVIN 92.5) and AC KRWM (WARM 106.9), transferring from HUBBARD’s … more

DALLAS, 4 de abril del 2020 — El día de ayer, se publicó una investigación en Circulation, la revista insignia de la American Heart Association, cuyo objetivo es ayudar a generar aún más conciencia sobre las manifestaciones cardiovasculares del ...

Research Highlights: Adding cilostazol, an antiplatelet medication for leg pain, to other drugs tended to prevent re-blockage of carotid artery stents within two years. This is the first trial to show potential effectiveness of medical management for...

Research Highlights: The PCORnet Blood Pressure Control Laboratory, a new collaborative partnership, analyzed electronic health record data from nearly 1.5 million patients including almost 6 million ambulatory visits with blood pressure measures. ...

When it comes to content marketing, we live in extraordinary times. With cutting-edge tools such as live video, VR and AI at our fingertips, we can give our community behind-the-scenes access to our...

When it comes to content marketing, we live in extraordinary times. With cutting-edge tools such as live video, VR and AI at our fingertips, we can give our community behind-the-scenes access to our company, people and products.

We can showcase our best customers and bring our brands to life.

But what if your business had to close all of its physical locations? What if your people couldn’t go anywhere?

And what if your community was distracted by ... something? Not a little something. A very big, pandemic-level something.

These are the questions that content marketers find themselves grappling with in the midst of COVID-19. In the blink of an eye, we went from having the tools to do anything to a hobbling array of limitations. At least, that’s what it can feel like.

But what if we flipped that thinking the other way? Twitter co-founder Biz Stone once said, “Constraints inspire creativity. When are backs are against the wall, we come up with some amazing things.”

Where can we look for inspiration? If you flip the through the opening pages of that famed marketing handbook “Us Weekly” — hey, what else is there to look at in a waiting room? — you’ll find a section titled, “Stars — They’re Just Like Us!”

These pages feature celebrities doing “regular people” things such as walking down the street and getting groceries. However, these days, despite their fame and means, celebrities have our same quarantined constraints.

And some are using this as an opportunity to create some amazing content of their own.

During this odd interlude, we can learn some valuable content marketing lessons from celebrities working within these same limitations.

Actor John Krasinski didn’t start a weekly web show in the middle of a pandemic to mug to the camera like his character Jim Halpert from “The Office.” Nor did he do it tout his Jack Ryan action-hero status.

Instead, in the midst of all of the bad news, he saw that what many people were hungry for was some good news. And that’s literally what he’s delivered with his aptly titled video series, “Some Good News” or “SGN.”

Featuring homemade title cards crafted by his children and set in his home office, Krasinski’s weekly show features a roundup of happy stories about creative kids, salutes to health care workers, unique ways to celebrate graduates and more. He also has concise weather reports from the likes Robert DeNiro and Brad Pitt.

While special appearances from famous friends might be out of your reach, you, too, can find ways to serve up more of what your audience needs right now.

Note: This might not necessarily be exactly what you sell. Ask yourself instead, what do they really need right now and how can we help?

For example, Don’t Panic Management is a team of virtual assistants. However, they saw that the small businesses they serve need help applying for government relief programs, so they started creating content around this.

On a recent episode of his WTF podcast, host Marc Maron talked about watching episodes of “Saturday Night Live At Home,” saying these shows were “touching.”

With segments shot by various individual cast members at home on their laptops and phones and featuring costumes from closets and cameos from kids and pets, SNL “At Home” shows how you can push our quarantined limitations to produce creative content.

In a recent episode, cast member Kate McKinnon shot an installment of her long-running “Whiskers R We” cat adoption sketch at home on her phone. Normally, this would feature several cute cats in studio introduced as McKinnon quips things like, “A cat is a smile with hair.”

The “At Home” installment features McKinnon in a homemade version of her costume with hand-drawn signs and her one pet cat playing nearly a dozen cats thanks to camera filters, mustaches and face masks.

SNL initially announced it would end their season early due to COVID-19. A few weeks later, the cast came back with their first “At Home” show.

They recognized the power of the moment and the outsized impact homemade content can have.

Another example of relevant, homemade branded content is a new ad from L’Oreal Paris, with spokeswoman Eva Longoria dying her gray roots at home in a video she shot on her iPhone. When you get hung up trying to make something polished and perfect, you often miss the opportunity to make something relevant and special.

Another SNL “At Home” sketch introduces characters struggling with the new normal of Zoom meetings shot with — wait for it — Zoom! The recent “Parks and Recreation” reunion special developed an entire half-hour script around a series of virtual meetings between Leslie Knope, Ron Swanson and others, all shot at home by the actors using iPhones.

We can use the same tools we rely on for virtual meetings to collaborate with others on content. Many already use Zoom and Skype for podcasts and videos.

You also can get creative in your content collaboration as actor and stunt professional Zoë Bell did. She challenged celebrity friends such as Scarlett Johansson, Margot Robbie, Drew Barrymore, Rosario Dawson and Zoe Saldana to help her stage an elaborate fight scene.

The resulting video stitches together individually shot fight scenes from the phones of 38 different actors and stunt workers to create one big knockout fight. The viral video garnered over a million views in just a few short days.

Just because we can’t get together doesn’t mean we can’t collaborate. Whether you’re simply using Zoom or storyboarding out something more elaborate, involving others always expands the reach of your content.

Yes, the content creators profiled here are celebrities. But they’re also more than that. They’re creative artists and problem solvers.

A frequent refrain in the early days of blogging and content marketing was, “think like a publisher.” This served as a reminder to write like a journalist, schedule content and publish regularly. However, with our current lockdown limitations, we should amend this as a reminder to think like creative artists — those who’ve used these limitations to spark bold, interesting new ideas for connecting with others.

What can you create that people need? Can you do it right now — today? From home?

Can you creatively involve others?

Thinking like a creative artist means focusing less on what you can’t do in these unusual times and more on what you can.

Nick Westergaard is a marketing strategist, keynote speaker and author of “Band Now” and “Get Scrappy”; nick@branddrivendigital.com; @NickWestergaard.

It's been a while since I wrote a blog post, I guess in general, but also a blog post about video games. Video games are probably the single thing most attributable to my career as a programmer, and everything else I've done professionally after that. I still feel video games

https://line25.com/wordpress-plug-ins/content-scheduling-tools-for-wordpress

One of life’s pleasures is discovering when some small action taken yields a highly positive, or even a game-changing outcome. A web designer could spend many hours creating a modern website with old tools. A single new tool or a single new service could cut the time required to do so dramatically and produce an […]

The post 15 Effective Tools and Services You Should Pay Attention To appeared first on WebAppers.

Your ability to create and promote content is critical to your business' success. Here are 9 ways to set up a framework for content promotion immediately.

The success of any organization strongly depends on the marketing strategies they use to reach their potential customers. Law firms are no exception since they also operate in a competitive field...

Google developer advocate Paul Kinlan has detailed his recent work on a lightweight sharing facility using a very simple intent share protocol. Web Intents began life in 2010. Now, Kinlan and company are looking for feedback. Basically, his intent tag is intended to allow users to more easily mix and match favorite plug-in capabilities, freeing Read the rest...

Online marketing with visual content continues to grow and drive tons of traffic. The team at Venngage gathered together the latest data in the 14 Visual Content Marketing Statistics to Know for 2019 infographic and built it using their own tool.

From Nadya Khoja at Venngage:

Two years ago I asked 300 different online marketers to help me figure out how they were using visual content as part of their marketing strategies in 2016 and their predictions for 2017.

This year I wanted to see if there were any changes in how marketers were creating visuals, and what kind of content engagement they were seeing.

I also asked a couple of additional questions to see how the use of various visual formats impacted their blogging strategies.

Conclusion:

The data says it all–visual content isn’t going anywhere any time soon. Not only are more brands leveraging the use for of visuals for various social media platforms, but there is a lot of added benefit when it comes to SEO and organic rankings as well, particularly in Google’s image search results.

And of course, creating engaging visual content is a surefire way to resonate with your audience and communicate your ideas more effectively.

There are a few things to unravel here:

• It’s good survey data, but take it with a grain of salt. Venngage is a visual design tool, sharing data about visual content marketing.

• The infographic is a fantastic format to summarize the survey results and use in social media to draw in readers to the full article.

• The infographic is built using Venngage, so it’s also a great way to showcase what their design tool is capable of. In fact, clicking on the infographic gives you the opportunity to use this design as a template for designing your own infographic.

• Sections 5 & 10 are disappointing visually. There are no data visualizations, just a bunch of percentage values shown in text.

• I’m not a fan of the bright color scheme, and it’s visually distracting from highlighting insights in the data.

• The article still references 2018 data, even though the infographic has been updated with newer data from 2019.

Social media is predicted to continue to be a big tool for businesses in 2020. Big surprise. The Social Media Content Trends for 2020 and Beyond infographic from MicroCreatives lays out their predictions for upcoming trends.

Before the inception of social media marketing, brands used traditional marketing channels to reach out to and engage with consumers. Online social networks have made communicating with consumers a breeze and marketing easier and highly targeted for brands.

By 2020, more than 5 billion people will use social media platforms—that’s roughly two-thirds of the world’s population. Now is the perfect time to get started with social media marketing if you haven’t been doing so already. If you’re already doing it, how is it going for you so far? Perhaps it’s time to evaluate and update your social media content strategy to stay relevant and get ahead of the competition.

Here are some content trends we anticipate to be popular across social media in 2020 and the coming years. See what could work for your brand and start planning ahead.

Sometimes an infographic is a great way to summarize a larger, in-depth article. This is a good example that keeps the text in the infographic short & sweet because the article contains the longer descriptions.

They definitely missed out on using data visualization for the statistics though! Big mistake! They are completely lost in the text, and have no visual impact on the audience.

Found on prdaily.com

When it comes to your blog’s position within search engine results, there’s far more than just sheer luck at play. Search Engine Optimisation is a skill that any content creator – professional or amateur – should develop in order to make their content as discoverable as possible. It involves making certain tweaks to your blog […]

Original post: 3 Ways to Optimise Blog Content so it Ranks Well on Google

The post 3 Ways to Optimise Blog Content so it Ranks Well on Google appeared first on Daily Blog Tips.

Imagine this: Your job is good, and safe, but it’s not fueling you anymore. You decide to quit your “real” job and sell all your belongings to live a life of adventure. And just as you are waving your last goodbye, the unthinkable happens and it changes everything. Like most of us, award winning photographer Jody MacDonald didn’t know what her path would be. Yet when her wake up call came, she listened. From train hopping in the Sahara to paragliding in the Himalaya, she’s no stranger to adventure and exploration. Her work blends insightful storytelling, big adventure expeditions and social change in the hopes of promoting the preservation of wild places. Men’s Journal named her “One of the 25 Most Adventures Women in the Past 25 Years and National Geographic said she’s one of the top female adventure photographers pushing the limits. I’ve admired Jody’s work from afar for years. Her life story and career arc is remarkable. It set her on a path to tackle some of the life’s biggest questions and what she has learned is pure gold. In this episode: Why waste your time on things that make you unhappy? What Jody does to tune into […]

The post Pay Attention to What Ignites You with Jody MacDonald appeared first on Chase Jarvis Photography.

We all use data all the time, but what exactly is data? How do different programs know what to do with our data? How is visualizing data different from other uses of data? And isn’t everything inside a computer data in the end? The latest episode of eagereyesTV looks at what data is and what […]

We consider a nonlinear Dirichlet problem driven by a nonhomogeneous differential operator plus an indefinite potential. In the reaction we have the competing effects of a singular term and of concave and convex nonlinearities. In this paper the concave term is parametric. We prove a bifurcation-type theorem describing the changes in the set of positive solutions as the positive parameter $lambda$ varies. This work continues our research published in arXiv:2004.12583, where $xi equiv 0 $ and in the reaction the parametric term is the singular one.

We show that the complex absorbing potential (CAP) method for computing scattering resonances applies to the case of exponentially decaying potentials. That means that the eigenvalues of $-Delta + V - iepsilon x^2$, $|V(x)|leq e^{-2gamma |x|}$ converge, as $ epsilon o 0+ $, to the poles of the meromorphic continuation of $ ( -Delta + V -lambda^2 )^{-1} $ uniformly on compact subsets of $ extrm{Re},lambda>0$, $ extrm{Im},lambda>-gamma$, $arglambda > pi/8$.

An inverse spectral problem for the Sturm-Liouville operator with a singular potential from the class $W_2^{-1}$ is solved by the method of spectral mappings. We prove the uniqueness theorem, develop a constructive algorithm for solution, and obtain necessary and sufficient conditions of solvability for the inverse problem in the self-adjoint and the non-self-adjoint cases

Let $w$ be a word in $k$ variables. For a finite nilpotent group $G$, a conjecture of Amit states that $N_w(1) ge |G|^{k-1}$, where $N_w(1)$ is the number of $k$-tuples $(g_1,...,g_k)in G^{(k)}$ such that $w(g_1,...,g_k)=1$. Currently, this conjecture is known to be true for groups of nilpotency class 2. Here we consider a generalized version of Amit's conjecture, and prove that $N_w(g) ge |G|^{k-2}$, where $g$ is a $w$-value in $G$, for finite groups $G$ of odd order and nilpotency class 2. If $w$ is a word in two variables, we further show that $N_w(g) ge |G|$, where $g$ is a $w$-value in $G$ for finite groups $G$ of nilpotency class 2. In addition, for $p$ a prime, we show that finite $p$-groups $G$, with two distinct irreducible complex character degrees, satisfy the generalized Amit conjecture for words $w_k =[x_1,y_1]...[x_k,y_k]$ with $k$ a natural number; that is, for $g$ a $w_k$-value in $G$ we have $N_{w_k}(g) ge |G|^{2k-1}$.

Finally, we discuss the related group properties of being rational and chiral, and show that every finite group of nilpotency class 2 is rational.

The congruence subgroup problem for a finitely generated group $Gamma$ and $Gleq Aut(Gamma)$ asks whether the map $hat{G} o Aut(hat{Gamma})$ is injective, or more generally, what is its kernel $Cleft(G,Gamma ight)$? Here $hat{X}$ denotes the profinite completion of $X$. In the case $G=Aut(Gamma)$ we denote $Cleft(Gamma ight)=Cleft(Aut(Gamma),Gamma ight)$.

Let $Gamma$ be a finitely generated group, $ar{Gamma}=Gamma/[Gamma,Gamma]$, and $Gamma^{*}=ar{Gamma}/tor(ar{Gamma})congmathbb{Z}^{(d)}$. Denote $Aut^{*}(Gamma)= extrm{Im}(Aut(Gamma) o Aut(Gamma^{*}))leq GL_{d}(mathbb{Z})$. In this paper we show that when $Gamma$ is nilpotent, there is a canonical isomorphism $Cleft(Gamma ight)simeq C(Aut^{*}(Gamma),Gamma^{*})$. In other words, $Cleft(Gamma ight)$ is completely determined by the solution to the classical congruence subgroup problem for the arithmetic group $Aut^{*}(Gamma)$.

In particular, in the case where $Gamma=Psi_{n,c}$ is a finitely generated free nilpotent group of class $c$ on $n$ elements, we get that $C(Psi_{n,c})=C(mathbb{Z}^{(n)})={e}$ whenever $ngeq3$, and $C(Psi_{2,c})=C(mathbb{Z}^{(2)})=hat{F}_{omega}$ = the free profinite group on countable number of generators.

Temporal event segmentation of a long video into coherent events requires a high level understanding of activities' temporal features. The event segmentation problem has been tackled by researchers in an offline training scheme, either by providing full, or weak, supervision through manually annotated labels or by self-supervised epoch based training. In this work, we present a continual learning perceptual prediction framework (influenced by cognitive psychology) capable of temporal event segmentation through understanding of the underlying representation of objects within individual frames. Our framework also outputs attention maps which effectively localize and track events-causing objects in each frame. The model is tested on a wildlife monitoring dataset in a continual training manner resulting in $80\%$ recall rate at $20\%$ false positive rate for frame level segmentation. Activity level testing has yielded $80\%$ activity recall rate for one false activity detection every 50 minutes.

Event-related potential (ERP) speller can be utilized in device control and communication for locked-in or severely injured patients. However, problems such as inter-subject performance instability and ERP-illiteracy are still unresolved. Therefore, it is necessary to predict classification performance before performing an ERP speller in order to use it efficiently. In this study, we investigated the correlations with ERP speller performance using a resting-state before an ERP speller. In specific, we used spectral power and functional connectivity according to four brain regions and five frequency bands. As a result, the delta power in the frontal region and functional connectivity in the delta, alpha, gamma bands are significantly correlated with the ERP speller performance. Also, we predicted the ERP speller performance using EEG features in the resting-state. These findings may contribute to investigating the ERP-illiteracy and considering the appropriate alternatives for each user.

Image analysis in the field of digital pathology has recently gained increased popularity. The use of high-quality whole slide scanners enables the fast acquisition of large amounts of image data, showing extensive context and microscopic detail at the same time. Simultaneously, novel machine learning algorithms have boosted the performance of image analysis approaches. In this paper, we focus on a particularly powerful class of architectures, called Generative Adversarial Networks (GANs), applied to histological image data. Besides improving performance, GANs also enable application scenarios in this field, which were previously intractable. However, GANs could exhibit a potential for introducing bias. Hereby, we summarize the recent state-of-the-art developments in a generalizing notation, present the main applications of GANs and give an outlook of some chosen promising approaches and their possible future applications. In addition, we identify currently unavailable methods with potential for future applications.

Position encoding (PE), an essential part of self-attention networks (SANs), is used to preserve the word order information for natural language processing tasks, generating fixed position indices for input sequences. However, in cross-lingual scenarios, e.g. machine translation, the PEs of source and target sentences are modeled independently. Due to word order divergences in different languages, modeling the cross-lingual positional relationships might help SANs tackle this problem. In this paper, we augment SANs with emph{cross-lingual position representations} to model the bilingually aware latent structure for the input sentence. Specifically, we utilize bracketing transduction grammar (BTG)-based reordering information to encourage SANs to learn bilingual diagonal alignments. Experimental results on WMT'14 English$Rightarrow$German, WAT'17 Japanese$Rightarrow$English, and WMT'17 Chinese$Leftrightarrow$English translation tasks demonstrate that our approach significantly and consistently improves translation quality over strong baselines. Extensive analyses confirm that the performance gains come from the cross-lingual information.

Human visual attention is a complex phenomenon. A computational modeling of this phenomenon must take into account where people look in order to evaluate which are the salient locations (spatial distribution of the fixations), when they look in those locations to understand the temporal development of the exploration (temporal order of the fixations), and how they move from one location to another with respect to the dynamics of the scene and the mechanics of the eyes (dynamics). State-of-the-art models focus on learning saliency maps from human data, a process that only takes into account the spatial component of the phenomenon and ignore its temporal and dynamical counterparts. In this work we focus on the evaluation methodology of models of human visual attention. We underline the limits of the current metrics for saliency prediction and scanpath similarity, and we introduce a statistical measure for the evaluation of the dynamics of the simulated eye movements. While deep learning models achieve astonishing performance in saliency prediction, our analysis shows their limitations in capturing the dynamics of the process. We find that unsupervised gravitational models, despite of their simplicity, outperform all competitors. Finally, exploiting a crowd-sourcing platform, we present a study aimed at evaluating how strongly the scanpaths generated with the unsupervised gravitational models appear plausible to naive and expert human observers.

High-resolution remote sensing images (HRRSIs) contain substantial ground object information, such as texture, shape, and spatial location. Semantic segmentation, which is an important task for element extraction, has been widely used in processing mass HRRSIs. However, HRRSIs often exhibit large intraclass variance and small interclass variance due to the diversity and complexity of ground objects, thereby bringing great challenges to a semantic segmentation task. In this paper, we propose a new end-to-end semantic segmentation network, which integrates lightweight spatial and channel attention modules that can refine features adaptively. We compare our method with several classic methods on the ISPRS Vaihingen and Potsdam datasets. Experimental results show that our method can achieve better semantic segmentation results. The source codes are available at https://github.com/lehaifeng/SCAttNet.

Style transfer is to render given image contents in given styles, and it has an important role in both computer vision fundamental research and industrial applications. Following the success of deep learning based approaches, this problem has been re-launched recently, but still remains a difficult task because of trade-off between preserving contents and faithful rendering of styles. Indeed, how well-balanced content and style are is crucial in evaluating the quality of stylized images. In this paper, we propose an end-to-end two-stream Fully Convolutional Networks (FCNs) aiming at balancing the contributions of the content and the style in rendered images. Our proposed network consists of the encoder and decoder parts. The encoder part utilizes a FCN for content and a FCN for style where the two FCNs have feature injections and are independently trained to preserve the semantic content and to learn the faithful style representation in each. The semantic content feature and the style representation feature are then concatenated adaptively and fed into the decoder to generate style-transferred (stylized) images. In order to train our proposed network, we employ a loss network, the pre-trained VGG-16, to compute content loss and style loss, both of which are efficiently used for the feature injection as well as the feature concatenation. Our intensive experiments show that our proposed model generates more balanced stylized images in content and style than state-of-the-art methods. Moreover, our proposed network achieves efficiency in speed.