#Angular communities
Explore tagged Tumblr posts
Text
Trending Angular Development Companies In India 2025
This article displays the leading Angular Development Companies in India 2025. The article highlights the leading vital, flexible, and powerful web applications. Some leading companies like eSparkBiz & OMNIST TECHHUB SOLUTIONS have expertise in Angular development services. Angular is a favourite framework for creating mutual and effective web applications, and India’s tech field is rich because companies specialise in Angular development. The article spot some leading Angular Development Companies In India. Which is famous for its creative solutions, technical capacity, and commitment to delivering high-quality applications that meet different business needs. For more details, you can read this blog.
0 notes
Text
Random Astrology Observation
Hi guys! Thank you so much for liking my recent post about Midheaven. I was absolutely shocked and blown away when I see the number of notes in the first 12 hours (more than 100 notes). This time, I'm going to do something different. I'm going to make an astrology observation about random placements from any natal chart. I didn't prepare anything, I'm just going to describe those placements that will come to my mind first, haha lol. This observation may apply to the western astrology only. Also, this will be a general observation, so take only what resonates with you. Hope it's going to makes sense, at least.
Natives who have multiple planets in the angular houses (1st, 4th, 7th, 10th) are meant to be leaders at some point. They might have such a strong presence and naturally attract other people because of their strong and natural charisma. Every angular house describes the most important things and events in our life.
1st house represents someone's personality, body and overall life.
4th house represents home, childhood and someone's private life.
7th house represents marriage, other people and our partner's life.
10th house represents career path and someone's professional life.
For a couple of months, I have realized that I eat very poorly and less than I have ever eaten for years. Sometimes I basically skip breakfast. It's become clear to me why this happens to me when I did look at the transits and saw that transit Saturn is currently in Pisces sign and it's sitting in my natal 2nd house of food, eating and throat. Saturn is all about restrictions and struggles and I don't have that capacity to eat the huge amount of food like I used to do. And it's not that I'm big, I'm naturally skinny actually.
South Node is related to spirituality, detachment and our comfort zone. When someone's personal planet or point, especially Sun, Moon or Rising, conjuncts your natal South Node, this may be a person who you naturally hang out with. You might feel comfortable with this type of person, but you may suddenly lose or break contact with this person like that is meant to happen. That is because South Node is a karmic planet and you should learn some lessons from your past life while interacting with person whose natal Sun/Moon/Rising conjuncts your natal South Node.
I could be called out for this statement, but I find Lilith a little bit overrated here on Tumblr and on every other social platforms (especially on Instagram and Twitter/X). Since I started following some astrology accounts here, I've been hearing about Lilith and other asteroids like they're something special. Don't get me wrong, I do think that Lilith does represent the sexual and dark side of us and that it can be accurate, but I also think that we already have Pluto for this (and Mars and Saturn too, 'cause they're all dark planets). My opinion is that people rely a little bit too much on asteroids here. When I look at someone's natal chart, I usually look the positions of the planets and I get enough clarity on someone's life and behavior. I use asteroids too, but that's the last thing I look on someone's natal chart.
Since I switched a house system from a Placidus to a Whole Sign, I have understood my own natal chart with the Whole Sign system clearer than before I used Placidus system. I'm not saying that the Placidus is bad and less accurate, but from my experience, that house system has always been confusing to me. When I switched to the Whole Sign system, I could understand my natal chart better and everything just 'clicked' to me. Whole Sign just makes more sense to me, I don't know about you and others.
I used to use both traditional and modern planetary rulers for each sign and house, but now I'm starting to realize that is enough to use only the traditional ones. I'll still use planets from Sun to Pluto while analyzing someone's natal chart, but when it comes to the rulers of the signs and houses, I'll use only planets from Sun to Saturn. The reason why is because I've concluded that the outer planets (Uranus, Neptune and Pluto) move too slow and it takes several years to change their signs. But regardless, I'll still say that these outer planets are co-rulers in modern tropical/western astrology, but I won't use them in practice anymore until I change my mind, which happens quite often, hahaha.
In traditional tropical astrology, Saturn rules over the Capricorn and Aquarius, Jupiter rules over the Sagittarius and Pisces and Mars rules over the Aries and Scorpio. But in modern tropical astrology, Aquarius is co-ruled by Uranus, Pisces is co-ruled by Neptune and Scorpio is co-ruled by Pluto. Use whatever it resonates more to you. I don't force you to think like me, that's not my goal at all.
Thank you for reading this observation and supporting my work. You can ask me what do you want me to do next if you have any ideas. Wish you all had a wonderful day ahead.
Best regards,
Paky McGee
#astro community#astro notes#astro observations#astrology#western astrology#astroblr#astrology tumblr#astrology community#pluto#lilith#modern astrology#traditional astrology#planets#outer planets#rulership#placidus#whole signs#angular houses
321 notes
·
View notes
Text

Snapetober Day 18: Gaze
Being a spy isn't all fun and games...
#very happy with how this turned out! it's stylized and angular which i LOVE but it's such a challenge for me#my art#snapetober#snapetober 2023#snape#hp#severus snape#severus snape art#severus snape fanart#snape fanart#professor snape#pro snape#snape fandom#harry potter#hp fanart#snapedom#snape community
427 notes
·
View notes
Text
An sweet reminder that any planets/asteroids in angular houses in your birth chart [1st, 4th, 7th, and the 10th house] makes these placements prominent in your life ❤️😍
#astrology#astro observations#birth chart#astrology observations#astro notes#placements#astro community#ascendant#asteroid#asteroid observations#Asteroids#horoscope#zodiac#birth chart new#Tumblr#tumblr fyp#astro fyp#astrology fyp#angular houses#1st house placements#4th house placements#7th house placements#10th house placements#Spotify
215 notes
·
View notes
Text
Angular Houses of the Zodiac
Angular houses 1, 4, 7, 10 (AC, IC, DC, MC) are Cardinal sign houses and correlate to the equinox and solstice seasons. They catapult us into action and are associated with generating and releasing new energy. They represent the spheres of life.
1h personal identity; 4h home, family background, roots, ancestors; 7h personal relationships; 10h career and public life.
Having planets in any of these houses will oppose or square one another
(depending on degree of planet of course). Even if they don't exactly square or oppose one another, you still have the push and pull of polarity between these houses, with said planets, causing tension or friction as the houses automatically square and oppose each other.
This is generalized as planet roles play part in fully describing the aspect.
Planets in:
1h/7h opposition this can give a dilemma of personal will & individual identity versus relationships. How much of one or the other do you sacrifice to keep the balance? Too much towards the 1h you become self-centered to much in the 7h you give away part of your identity.
4h/10h opposition is a conflict of staying home or establishing a career. Childhood conditioning plays a huge role in how we function later in life and our roles in society.
1h/4h square, we are born unique, but to what degree does the home life(4) support or diminish our growing individuality(1)? We might want and like to be independent and free but the security and comfort of what we know and what was instilled in us may inhibit us.
4h/7h square is where we project a parent(4) onto a partner(7). This arises from a complex we grew from parent that didn't give the emotional support needed during our formative years. Typically this is the father, sorry guys but history shows it is typically daddy issues that projected.
7h/10h conflicts arising between career(10) and a relationship(7), giving us less time to form our keep important relationships. Too busy forming a career(10) gives less time for a relationship(7). Or vice versa. It can even have you seeking a relationship that's contingent on social status.
1h/10h square, society approval and validation may place restrictions on what we're naturally inclined to do professionally. Self-discipline is needed to create a career(10h) and this could limit your personal freedom(1h).
#Astrology #AstrologyPost #AstrologyCommunity #angularhouses #opposition #square #Cardinalhouses
#astrology community#i love astrology#astrology#astrologyismysecondlanguage#astrology posts#angular houses#mysticalmoonsoul#taurussoulastrology.com#Cardinal houses
77 notes
·
View notes
Text
every time a skyrim modder gives a dunmer npc pale skin, normal eyes, and a smooth rounded face an angel dies
#this goes for altmer and bosmer too#NO these are some of the most interestingly designed elves in fantasy#it's so funny bc it's soooo rampant. bc skyrim does not have the same community as like bg3 or da#so these mods are so common and rarely critiqued#dunmer have skin the 'color of bruises' and red eyes!#altmer are YELLOW#bosmer are short and have black void eyes. and sometimes little antlers!#and they ALL have sharp long angular faces!!!!!!!!!!!!!!!!! stop airbrushing them#marie.txt
15 notes
·
View notes
Text
this is gonna be awesome if i actually finish it
#wips#communications#i need to edit Heras proportions i was just trying to get the pose right#in my mind she’s taller. longer limbs. more angular#and also change eiffels body type a bit#also lol i just realized Heras camera is still in the sketch. maybe I’ll leave it in
4 notes
·
View notes
Text
Angular, Succedent, & Cadent Houses🔮
Angular Houses are the most fundamental houses in a natal chart. These houses have the greatest impact on a natal chart. The angular houses are 1st house, 4th house, 7th house, and 10th house and are at the four corners of the natal chart.
Succedent Houses are the houses that follow right after the angular houses. The Succedent houses are 2nd house, 5th house, 8th house, and 11th house.
Cadent House are the houses that follow after the Angular & Succedent houses. These houses are the least impact on a natal chart. The cadent houses are the 3rd house, 6th house, 9th house, and 12th house.
For example:
My angular houses are Uranus 1h, Venus 4h, Jupiter 7h and Pluto 10th.
My Succedent houses are North Node 2h, Saturn 5h, and Chiron 11h.
My Cadent houses are Sun, Mercury, & Mars 6h, Moon 9h, and Neptune 12h.
6 notes
·
View notes
Photo
Hello guys! How are you doing? I am trying to keep up with Angular studies, plus I am doing a short Pentest classes in order to understand it a little bit more, as I requested some Pentests at work for a special team inside the company. It is very interesting, to understand the vulnerabilities that can occurs, and how to think about them while we are creating the architecture of applications, databases, etc. I will start new Spring boot courses as soon as possible too. Yesterday I started for real in the architecture team at work, and I am terrified as I already have some deadlines I must look forward to things I am not an expert yet (✖﹏✖) Well, I will do my best, and ask for help whenever I need (≖͞_≖̥) Keep studying, keep pursuing your dreams!
#study#studyblr#studyblr community#programming#programming community#programming struggles#coding#coding community#angular#springboot#must learn java#java#pentest#pentesting#software development#study daily#javascript#keep dreaming#keep fighting#keep studying#somebody help#study struggles
11 notes
·
View notes
Text






I absolutely cannot stop thinking about this Angular Momentum Truther I came across... like babe wake up a new kind of guy just dropped
#emcon talks#they’re really going to bat for this angular momentum thing in the comments too#I did a deep dive on this guy and apparently he’s Well Known in the online science community#if you google 'angular momentum guy' you'll see the reddit threads
2 notes
·
View notes
Text







Disagreement
#she was so hot for this#everytime i see the 4th panel im like 😳😩❤️ tell him Lucia.#also her outfit and look!!! she slayed#she's beautiful she's grace she's handing you the hard truth#i just love that she's higher than him in the panel as she talks to him coldly#angrily#my posts#lucia#lucia manhwa#lucia (taruvi)#lucia taran#hugh taran#<- i.. am not sure what his name should be tagged as#disagreement is the name of this set of chapters in the light novel#sorry i have to add she looks drop dead gorgeous and he has a funny little angular face#Every time i read this im like. Hugh you stupid idiot. You fumbled her so bad :((#Youre both not communicating too tho aaaaaaaa#manhwa
0 notes
Text
Unlocking the Skills of a Full Stack Developer
To excel as a full stack developer, embark on a journey that begins with mastering the foundational technologies of web development: HTML, CSS, and JavaScript. These essential skills will empower you to build and style dynamic web pages. Next, immerse yourself in front-end frameworks such as React, Angular, or Vue, which will enable you to create engaging and interactive user experiences.
On the back end, dive into server-side languages like Node.js, Python (utilizing powerful frameworks like Django or Flask), Ruby on Rails, and PHP. Understanding how to leverage databases is equally vital, so familiarize yourself with both SQL (using systems like PostgreSQL and MySQL) and NoSQL options like MongoDB.
A strong grasp of APIs is crucial for modern development, so learn how to create and utilize RESTful services and explore GraphQL for efficient data retrieval. Equip yourself with Git for version control, allowing you to track changes and collaborate seamlessly with others.
Enhance your problem-solving abilities through coding challenges on platforms like LeetCode, and build an impressive portfolio by undertaking personal projects or contributing to open-source initiatives. Embrace a mindset of continuous learning by following industry blogs, enrolling in online courses, and participating in workshops to stay ahead of the curve. There is also a masterclass to help you understand these concepts better.
Don’t overlook the importance of soft skills; effective communication and teamwork are vital in today’s collaborative work environment. Finally, seek out mentorship to guide your development and engage in code reviews to benefit from the insights of experienced developers. By diligently following these steps, you can cultivate the expertise and confidence necessary to thrive as a full stack developer in a competitive landscape.
#FullStackDevelopment#WebDevelopment#HTML#CSS#JavaScript#React#Angular#Vue#NodeJS#Python#Django#Flask#RubyOnRails#PHP#SQL#NoSQL#MongoDB#APIs#RESTfulServices#GraphQL#Git#CodingChallenges#LeetCode#PortfolioBuilding#OpenSource#ContinuousLearning#TechMasterclass#SoftSkills#Communication#Teamwork
1 note
·
View note
Text
Sapiens: Foundation for Human Vision Models
New Post has been published on https://thedigitalinsider.com/sapiens-foundation-for-human-vision-models/
Sapiens: Foundation for Human Vision Models
The remarkable success of large-scale pretraining followed by task-specific fine-tuning for language modeling has established this approach as a standard practice. Similarly, computer vision methods are progressively embracing extensive data scales for pretraining. The emergence of large datasets, such as LAION5B, Instagram-3.5B, JFT-300M, LVD142M, Visual Genome, and YFCC100M, has enabled the exploration of a data corpus well beyond the scope of traditional benchmarks. Salient work in this domain includes DINOv2, MAWS, and AIM. DINOv2 achieves state-of-the-art performance in generating self-supervised features by scaling the contrastive iBot method on the LDV-142M dataset. MAWS studies the scaling of masked-autoencoders (MAE) on billion images. AIM explores the scalability of autoregressive visual pretraining similar to BERT for vision transformers. In contrast to these methods, which mainly focus on general image pretraining or zero-shot image classification, Sapiens takes a distinctly human-centric approach: Sapiens’ models leverage a vast collection of human images for pretraining, subsequently fine-tuning for a range of human-related tasks. The pursuit of large-scale 3D human digitization remains a pivotal goal in computer vision.
Significant progress has been made within controlled or studio environments, yet challenges persist in extending these methods to unconstrained environments. To address these challenges, developing versatile models capable of multiple fundamental tasks, such as key popoint estimation, body-part segmentation, depth estimation, and surface normal prediction from images in natural settings, is crucial. In this work, Sapiens aims to develop models for these essential human vision tasks that generalize to in-the-wild settings. Currently, the largest publicly accessible language models contain upwards of 100B parameters, while the more commonly used language models contain around 7B parameters. In contrast, Vision Transformers (ViT), despite sharing a similar architecture, have not been scaled to this extent successfully. While there are notable endeavors in this direction, including the development of a dense ViT-4B trained on both text and images, and the formulation of techniques for the stable training of a ViT-22B, commonly utilized vision backbones still range between 300M to 600M parameters and are primarily pre-trained at an image resolution of about 224 pixels. Similarly, existing transformer-based image generation models, such as DiT, use less than 700M parameters and operate on a highly compressed latent space. To address this gap, Sapiens introduces a collection of large, high-resolution ViT models that are pretrained natively at a 1024-pixel image resolution on millions of human images.
Sapiens presents a family of models for four fundamental human-centric vision tasks: 2D pose estimation, body-part segmentation, depth estimation, and surface normal prediction. Sapiens models natively support 1K high-resolution inference and are extremely easy to adapt for individual tasks by simply fine-tuning models pretrained on over 300 million in-the-wild human images. Sapiens observes that, given the same computational budget, self-supervised pre-training on a curated dataset of human images significantly boosts performance for a diverse set of human-centric tasks. The resulting models exhibit remarkable generalization to in-the-wild data, even when labeled data is scarce or entirely synthetic. The simple model design also brings scalability—model performance across tasks improves as the number of parameters scales from 0.3 to 2 billion. Sapiens consistently surpasses existing baselines across various human-centric benchmarks, achieving significant improvements over prior state-of-the-art results: 7.6 mAP on Humans-5K (pose), 17.1 mIoU on Humans-2K (part-seg), 22.4% relative RMSE on Hi4D (depth), and 53.5% relative angular error on THuman2 (normal).
Recent years have witnessed remarkable strides toward generating photorealistic humans in 2D and 3D. The success of these methods is greatly attributed to the robust estimation of various assets such as 2D key points, fine-grained body-part segmentation, depth, and surface normals. However, robust and accurate estimation of these assets remains an active research area, and complicated systems to boost performance for individual tasks often hinder wider adoption. Moreover, obtaining accurate ground-truth annotation in-the-wild is notoriously difficult to scale. Sapiens’ goal is to provide a unified framework and models to infer these assets in-the-wild, unlocking a wide range of human-centric applications for everyone.
Sapiens argues that such human-centric models should satisfy three criteria: generalization, broad applicability, and high fidelity. Generalization ensures robustness to unseen conditions, enabling the model to perform consistently across varied environments. Broad applicability indicates the versatility of the model, making it suitable for a wide range of tasks with minimal modifications. High fidelity denotes the ability of the model to produce precise, high-resolution outputs, essential for faithful human generation tasks. This paper details the development of models that embody these attributes, collectively referred to as Sapiens.
Following insights, Sapiens leverages large datasets and scalable model architectures, key for generalization. For broader applicability, Sapiens adopts the pretrain-then-finetune approach, enabling post-pretraining adaptation to specific tasks with minimal adjustments. This approach raises a critical question: What type of data is most effective for pretraining? Given computational limits, should the emphasis be on collecting as many human images as possible, or is it preferable to pretrain on a less curated set to better reflect real-world variability? Existing methods often overlook the pretraining data distribution in the context of downstream tasks. To study the influence of pretraining data distribution on human-specific tasks, Sapiens collects the Humans-300M dataset, featuring 300 million diverse human images. These un-labelled images are used to pre-train a family of vision transformers from scratch, with parameter counts ranging from 300M to 2B.
Among various self-supervision methods for learning general-purpose visual features from large datasets, Sapiens chooses the masked-autoencoder (MAE) approach for its simplicity and efficiency in pretraining. MAE, having a single-pass inference model compared to contrastive or multi-inference strategies, allows processing a larger volume of images with the same computational resources. For higher fidelity, in contrast to prior methods, Sapiens increases the native input resolution of its pretraining to 1024 pixels, resulting in approximately a 4× increase in FLOPs compared to the largest existing vision backbone. Each model is pretrained on 1.2 trillion tokens. For fine-tuning on human-centric tasks, Sapiens uses a consistent encoder-decoder architecture. The encoder is initialized with weights from pretraining, while the decoder, a lightweight and task-specific head, is initialized randomly. Both components are then fine-tuned end-to-end. Sapiens focuses on four key tasks: 2D pose estimation, body-part segmentation, depth, and normal estimation, as demonstrated in the following figure.
Consistent with prior studies, Sapiens affirms the critical impact of label quality on the model’s in-the-wild performance. Public benchmarks often contain noisy labels, providing inconsistent supervisory signals during model fine-tuning. At the same time, it is important to utilize fine-grained and precise annotations to align closely with Sapiens’ primary goal of 3D human digitization. To this end, Sapiens proposes a substantially denser set of 2D whole-body key points for pose estimation and a detailed class vocabulary for body part segmentation, surpassing the scope of previous datasets. Specifically, Sapiens introduces a comprehensive collection of 308 key points encompassing the body, hands, feet, surface, and face. Additionally, Sapiens expands the segmentation class vocabulary to 28 classes, covering body parts such as the hair, tongue, teeth, upper/lower lip, and torso. To guarantee the quality and consistency of annotations and a high degree of automation, Sapiens utilizes a multi-view capture setup to collect pose and segmentation annotations. Sapiens also utilizes human-centric synthetic data for depth and normal estimation, leveraging 600 detailed scans from RenderPeople to generate high-resolution depth maps and surface normals. Sapiens demonstrates that the combination of domain-specific large-scale pretraining with limited, yet high-quality annotations leads to robust in-the-wild generalization. Overall, Sapiens’ method shows an effective strategy for developing highly precise discriminative models capable of performing in real-world scenarios without the need for collecting a costly and diverse set of annotations.
Sapiens : Method and Architecture
Sapiens follows the masked-autoencoder (MAE) approach for pretraining. The model is trained to reconstruct the original human image given its partial observation. Like all autoencoders, Sapiens’ model has an encoder that maps the visible image to a latent representation and a decoder that reconstructs the original image from this latent representation. The pretraining dataset consists of both single and multi-human images, with each image resized to a fixed size with a square aspect ratio. Similar to ViT, the image is divided into regular non-overlapping patches with a fixed patch size. A subset of these patches is randomly selected and masked, leaving the rest visible. The proportion of masked patches to visible ones, known as the masking ratio, remains fixed throughout training.
Sapiens’ models exhibit generalization across a variety of image characteristics, including scales, crops, the age and ethnicity of subjects, and the number of subjects. Each patch token in the model accounts for 0.02% of the image area compared to 0.4% in standard ViTs, a 16× reduction—providing fine-grained inter-token reasoning for the models. Even with an increased mask ratio of 95%, Sapiens’ model achieves a plausible reconstruction of human anatomy on held-out samples. The reconstruction of Sapien’s pre-trained model on unseen human images is demonstrated in the following image.
Furthermore, Sapiens utilizes a large proprietary dataset for pretraining, consisting of approximately 1 billion in-the-wild images, focusing exclusively on human images. The preprocessing involves discarding images with watermarks, text, artistic depictions, or unnatural elements. Sapiens then uses an off-the-shelf person bounding-box detector to filter images, retaining those with a detection score above 0.9 and bounding box dimensions exceeding 300 pixels. Over 248 million images in the dataset contain multiple subjects.
2D Pose Estimation
The Sapien framework finetunes the encoder and decoder in P across multiple skeletons, including K = 17 [67], K = 133 [55] and a new highly-detailed skeleton, with K = 308, as shown in the following figure.
Compared to existing formats with at most 68 facial key points, Sapien’s annotations consist of 243 facial key points, including representative points around the eyes, lips, nose, and ears. This design is tailored to meticulously capture the nuanced details of facial expressions in the real world. With these key points, the Sapien framework manually annotated 1 million images at 4K resolution from an indoor capture setup. Similar to previous tasks, we set the decoder output channels of the normal estimator N to be 3, corresponding to the xyz components of the normal vector at each pixel. The generated synthetic data is also used as supervision for surface normal estimation.
Sapien : Experiment and Results
Sapiens-2B is pretrained using 1024 A100 GPUs for 18 days with PyTorch. Sapiens uses the AdamW optimizer for all experiments. The learning schedule includes a brief linear warm-up, followed by cosine annealing for pretraining and linear decay for finetuning. All models are pretrained from scratch at a resolution of 1024 × 1024 with a patch size of 16. For finetuning, the input image is resized to a 4:3 ratio, i.e., 1024 × 768. Sapiens applies standard augmentations like cropping, scaling, flipping, and photometric distortions. A random background from non-human COCO images is added for segmentation, depth, and normal prediction tasks. Importantly, Sapiens uses differential learning rates to preserve generalization, with lower learning rates for initial layers and progressively higher rates for subsequent layers. The layer-wise learning rate decay is set to 0.85 with a weight decay of 0.1 for the encoder.
The design specifications of Sapiens are detailed in the following table. Following a specific approach, Sapiens prioritizes scaling models by width rather than depth. Notably, the Sapiens-0.3B model, while architecturally similar to the traditional ViT-Large, consists of twentyfold more FLOPs due to its higher resolution.
Sapiens is fine-tuned for face, body, feet, and hand (K = 308) pose estimation using high-fidelity annotations. For training, Sapiens uses the train set with 1M images, and for evaluation, it uses the test set, named Humans5K, with 5K images. The evaluation follows a top-down approach, where Sapiens uses an off-the-shelf detector for bounding boxes and conducts single human pose inference. Table 3 shows a comparison of Sapiens models with existing methods for whole-body pose estimation. All methods are evaluated on 114 common key points between Sapiens’ 308 key point vocabulary and the 133 key point vocabulary from COCO-WholeBody. Sapiens-0.6B surpasses the current state-of-the-art, DWPose-l, by +2.8 AP. Unlike DWPose, which utilizes a complex student-teacher framework with feature distillation tailored for the task, Sapiens adopts a general encoder-decoder architecture with large human-centric pretraining.
Interestingly, even with the same parameter count, Sapiens models demonstrate superior performance compared to their counterparts. For instance, Sapiens-0.3B exceeds VitPose+-L by +5.6 AP, and Sapiens-0.6B outperforms VitPose+-H by +7.9 AP. Within the Sapiens family, results indicate a direct correlation between model size and performance. Sapiens-2B sets a new state-of-the-art with 61.1 AP, a significant improvement of +7.6 AP over the prior art. Despite fine-tuning with annotations from an indoor capture studio, Sapiens demonstrates robust generalization to real-world scenarios, as shown in the following figure.
Sapiens is fine-tuned and evaluated using a segmentation vocabulary of 28 classes. The train set consists of 100K images, while the test set, Humans-2K, consists of 2K images. Sapiens is compared with existing body-part segmentation methods fine-tuned on the same train set, using the suggested pretrained checkpoints by each method as initialization. Similar to pose estimation, Sapiens shows generalization in segmentation, as demonstrated in the following table.
Interestingly, the smallest model, Sapiens-0.3B, outperforms existing state-of-the-art segmentation methods like Mask2Former and DeepLabV3+ by 12.6 mIoU due to its higher resolution and large human-centric pretraining. Furthermore, increasing the model size further improves segmentation performance. Sapiens-2B achieves the best performance, with 81.2 mIoU and 89.4 mAcc on the test set, in the following figure shows the qualitative results of Sapiens models.
Conclusion
Sapiens represents a significant step toward advancing human-centric vision models into the realm of foundation models. Sapiens models demonstrate strong generalization capabilities across a variety of human-centric tasks. The state-of-the-art performance is attributed to: (i) large-scale pretraining on a curated dataset specifically tailored to understanding humans, (ii) scaled high-resolution and high-capacity vision transformer backbones, and (iii) high-quality annotations on augmented studio and synthetic data. Sapiens models have the potential to become a key building block for a multitude of downstream tasks and provide access to high-quality vision backbones to a significantly wider part of the community.
#3d#4K#Accounts#adoption#Anatomy#Angular#applications#approach#architecture#Art#Artificial Intelligence#assets#Autoencoders#automation#AutoRegressive#background#benchmarks#BERT#billion#box#Building#Capture#classes#Community#comparison#comprehensive#computer#Computer vision#crops#data
1 note
·
View note
Text
Inheritances from Mother
This can also be hidden or suppressed aspects of your mother or key maternal figure.
Aries/Mars in the 12th House
sharp intense gaze with bright eyes; high energy levels or quick metabolism; strong or angular facial features, like prominent cheekbones
impulsiveness or eagerness to take action; competitive streak, or a natural drive to "win" or come first; very direct communication style, often blunt or straightforward
prone to headaches or stress-related tension; strong cardiovascular system; quick recovery from minor injuries or illness
Talents: strong athletic ability; natural leadership skills; starting projects enthusiastically; rallying people together
Mars: hidden injuries or tendencies to ignore signs or stress or fatigue; tend to have sudden bursts of energy followed by exhaustion, benefiting from alone time, repressed anger or competitive spirit
Taurus/Venus in the 12th House
sturdy or well-defined build with natural strength; smooth, often attractive skin; love for physical comforts, like blankets, plush toys, or scented candles
stubbornness and persistence in achieving goals; appreciation for luxury, beauty or sensory pleasure; tendency to take your time, like preferring a steady, relaxed pace
struggles with weight management; sensitive throat or neck, making you prone to colds or allergies; good stamina
Talents: eye for beauty and aesthetics, whether in art or design; culinary skills, particularly at making delicious meals; strong gardening or nurturing abilities
Venus: tendencies towards indulgence or escapism, particularly through food and comfort, which can lead to weight fluctuations or emotional eating
Gemini/Mercury in the 12th House
quick movements and expressive hands; youthful appearance, often look younger than their age; clear, communicative voice, often melodic/musical or chatty
curiosity or thirst for knowledge; "gift of gab", with a tendency to talk a lot, like carrying a conversation for ages without breaking a sweat; restless mind, always jumping from what idea to the next
energetic but may experience anxiety or insomnia; respiratory issues, like allergies or asthma; fast metabolism, tend to keep their weight in check without much effort
Talents: excellent communication skills, both written and verbal; quick adaptability to new situations or environments; talent for storytelling or entertaining others through humor
Mercury: mental restlessness and difficulty expressing feelings; anxiety and overthinking, benefiting from outlets for their thoughts like journaling or talking to friends
Cancer/Moon in the 12th House
round, gentle features or a soft face; sensitive stomach or digestive system; drawn to nostalgic objects, like family heirlooms or photos
deep emotional intuition and empathy; protective instincts, especially toward family or loved ones; moodiness, emotions shift easily
sensitive digestive system, affected by stress or emotions; tendency to hold onto water weight, making hydration important; strong immune system but may feel physically off when emotionally drained
Talents: great at understanding emotions; good intuitive abilities; nurturing skills, whether in caregiving or teaching; strong artistic talents, especially in visual arts or music
Moon: strong connection to your subconscious; strong emotional sensitivity; fluctuating moods or struggles with boundaries
Leo/Sun in the 12th House
thick, voluminous hair that draws attention; strong, upright posture with natural confidence; eye-catching personal style, with a tendency towards bold colors or statement pieces
need for recognition or acknowledgement; big-hearted and generous nature, often giving freely to those they care about; natural leadership qualities, with a tendency to step into authority or inspire others
tend to recover quickly from ailments; prone to heart-related issues, if they don’t manage stress well; high energy levels, benefiting from activities like dancing or sports
Talents: charismatic or performance skills, whether in acting or music; creative talents, particularly in theater or visual arts; strong leadership abilities that motivate and uplift others
Sun: struggles with self-identity and recognition, leading to feelings of insecurity; may experience burnout from needing constant validation, which impacts their mental health and energy levels
Virgo/Mercury in the 12th House
clear, glowing skin due to focus on health and cleanliness; precise, meticulous hand movements or gestures (type to fold a fitted sheet perfectly); good physical health, with a focus on taking care of themselves
always noticing small things or obsessed with details in some way (may ask questions often); analytical thinkers, love to solve problems and make sense of things; super organized, their space tends to be tidy and efficient
health conscious, often focusing on nutrition and wellness; prone to digestive issues due to stress levels or perfectionism; good overall health but may struggle with anxiety or overthinking
Talents: exceptional organizational skills and attention to detail; analytical abilities, particularly in problem-solving or research; talents in health and wellness, whether through fitness or nutrition
Mercury: perfectionism or overcritical thoughts, potentially resulting in anxiety or health issues; difficulty in recognizing own needs
Libra/Venus in the 12th House
symmetrical facial features or well-balanced appearance; graceful movements, often with a sense of poise; knack for fashion, good at stylish or coordinated outfits
diplomatic nature, tends to see all sides; people-pleasing tendencies; love for aesthetics, beauty, and creating balance
prone to stress-related issues, especially when dealing with conflict; strong skin and overall health but may need to watch their weight; social activities often promote your overall wellbeing
Talents: diplomatic skills and ability to meditate conflicts; aesthetic talents, particularly in design or fashion; creative writing skills, especially in poetry or romantic themes
Venus: people-pleasing behaviors that mask your own needs; tendencies to be stressed or anxious in relationships (romantic, platonic, domestic)
Scorpio/Mars/Pluto in the 12th House
intense, piercing eyes that seem to “see through” people; strong physical endurance or resilience; drawn to dark or mysterious objects, like amulets or crystals
super passionate, going all in on what they love; inquisitive nature, having a knack for uncovering hidden truths; natural air of mystery, keeping people guessing
strong stamina and resilience; prone to emotional stress, which can manifest as physical symptoms; strong immune system, tends to recover well from illness
Talents: ability to understand complex emotional dynamics; talents in investigation, whether in research or detective work; creative expression through deep, impactful storytelling or art
Pluto: struggles with deep-seated fears or hidden emotions, which can manifest as intense psychological experiences
Sagittarius/Jupiter in the 12th House
long legs or a tendency towards an athletic build; strong, healthy liver and digestive system; fondness for travel gear or souvenirs from different places
adventurous spirit, always seeking new experiences; optimistic outlook, with a natural sense of humor; restlessness, always seeking freedom or something new
often need regular physical activity to feel their best; prone to accidents or injuries from their adventurous spirit; good digestion but needs to monitor caffeine intake
Talents: natural teaching abilities, especially in philosophical or cultural subjects; gifted storytelling or public speaking skills that inspire others; athletic talents, particularly in outdoor sports or activities
Jupiter: tendency to seek escapism through travel or adventure; struggles with excessive optimism, leading to disappointment when reality doesn’t match their expectations
Capricorn/Saturn in the 12th House
strong bone structure, often with prominent features; natural resilient, especially to illness; inclination towards classic or timeless objects, like leather wallets or old watches
strong sense of responsibility and duty; practicality and grounded approach to life; discipline and perseverance, often willing to work hard
strong bones; prone to stress-related issues, especially from work; tend to have good long-term health habits, benefiting from routine and discipline
Talents: strong work ethic and determination to achieve goals; natural leadership skills, especially in structured environments; talents in business or finance; particularly in strategic planning
Saturn: feelings of isolation or self-doubt, often related to stress-related health issues; challenges with letting go of control
Aquarius/Saturn/Uranus in the 12th House
unique facial features or unconventional beauty; slim or wiry build, with a tendency towards quick movements; love for tech or quirky objects that showcase their individuality
independent spirit, needing their freedom and space to be themselves; unconventional thinking, often challenging norms; friendly yet somewhat detached in social situations, hard to read sometimes
generally good health, but may experience sudden illnesses due to their busy lifestyle; prone to circulatory issues or cold extremities due to their “unique” physiology
Talents: innovative think and problem-solving abilities; talents in technology, science, or humanitarian efforts; creative expression through unique art forms or performances
Uranus: unconventional thought patterns and a sense of detachment; struggles with feeling misunderstood, which can affect emotional health and relationships
Pisces/Jupiter/Neptune in the 12th House
dreamy, often soft or gentle eyes; sensitive feet or appreciation for comfortable shoes (like therapeutic socks or shoes); drawn to water-related objects or environments, like the beach, rivers, or fountains
highly intuitive and in tune with emotions; imaginative, with a natural artistic or creative flair; empathetic and compassionate, often feeling others’ emotions deeply
sensitive immune system, often catch colds or infections more easily; prone to stress-related issues, especially if they don’t take care of their mental health; tend to escape through food or habits that aren’t always the healthiest
Talents: creative abilities in music, art, or writing that resonates with others; strong intuition and empathetic skills; tend to be good listeners; talents in healing or counseling, particularly in spiritual or holistic practices
Neptune: deep connection to collective unconscious, leading to heightened sensitivity and empathy; struggles with escapism; need to be mindful of their emotional boundaries
#astrology blog#astrology#astrology observations#astro notes#astro observations#astro community#astrology signs#astronotes#moon#astrology tumblr#houses in astrology#jupiter in the 12th house#venus in the 12th house#saturn in the 12th house#mercury in the 12th house#sun in the 12th house#moon in the 12th house#mars in the 12th house#12th house moon#12th house#12th house stellium#signs in the 12th house#twelfth house
3K notes
·
View notes
Text
Astro Vedic Observations pt.3
Saturn ruled women/ Saturn Ascendant Women- Very beautiful face structure .
• Vibe: Sculpted, angular bone structure (think sharp cheekbones, defined jawline) • Takeaway: Statuesque, disciplined beauty
Leo in 12th house and Leo stellium in 12th house- may not make u as show off as other Leo stelliums or Leo natives may make u more minimalist.
• Vibe: Creative gifts kept behind the scenes • Takeaway: Quiet flair—more introspective than showy
rahu in 2nd house- esp in Taurus u like to eat different types of food may tend to like a specific cuisine that they were not born into . something unusual about there childhood or father maybe both.
Your 5th-House Ruler & Body Pleasures
The 5th house rules ......
Intelligence & Learning
Creativity & Self-Expression
Romance & Love Affairs
Children & Progeny
Past-Life Merit (Punya) & Speculative Risk-Taking
Spiritual Creativity & Mantras
Recreation, Play & Leisure
Depending on where your 5th lord is and what sign is in your 5th house you can determine these aspects in your life.
5th Lord in 1st House (Ascendant)
Self‐expression & Creativity: You wear your heart on your sleeve—your creativity is woven into your personality.
Romance & Magnetism: There’s a natural playfulness about you; you attract admirers easily.
Children & Legacy: You identify strongly with your offspring or creative “projects,” often seeing them as extensions of yourself.
5th Lord in 2nd House
Creative Speech: You may find your art or ideas expressed through writing, singing, or speaking.
Romance & Values: You seek partners who share your core values or enrich your sense of security.
Finances & Speculation: Luck can come via investment, teaching, or speculative ventures.
5th Lord in 3rd House
Creative Communication: You’re quick with witty banter, storytelling, or social‐media flair.
Courage & Initiative: Boldness in learning new skills or hobbies; you thrive on mental challenges.
Siblings & Networking: Joy often comes through partnerships with siblings or close peers.
5th Lord in 4th House
Domestic Creativity: Your home is your canvas—gardening, interior design, or cooking may be passions.
Emotional Roots: Romance is nurtured in private settings; you crave a cozy, stable love life.
Children & Heritage: Strong ties to family traditions; you honor ancestry in how you raise kids.
5th Lord in 5th House (Own House)
Pure Strength: Native place of the 5th lord—creativity, romance, and children flourish naturally.
Self-Confidence: You shine in any activity that lets you showcase your talents.
Fertility & Play: A rich imagination and abundant joy in playful pursuits.
5th Lord in 6th House
Service-oriented Creativity: You may find fulfillment teaching, healing arts, or creative therapy.
Romance & Duty: Partners might be coworkers or share your service ethos.
Health & Routine: Creative outlets tied to wellness—dance classes, dog‐walking clubs, etc.
5th Lord in 7th House
Partnerships & Play: You express your creative side most fully with a significant other or in collaborations.
Romantic Contracts: Marriage can bring children or spur creative projects.
Public Image: You present a charming, youthful persona in social settings.
5th Lord in 8th House
Transformative Creativity: Your art or romance has a deep, intense quality—think poetry born of pain.
Shared Resources: Gains (or losses) through partner’s finances, inheritance, or speculation.
Mystery & Magnetism: You attract lovers who are enigmatic or drawn to taboo subjects.
5th Lord in 9th House
Creative Vision: You channel your gifts into teaching, writing about philosophy, or world‐travel inspired art.
Romance Abroad: Partners from different cultures or faiths.
Children & Belief: You impart moral or spiritual values to your offspring.
5th Lord in 10th House
Career Creativity: Your profession may involve art, entertainment, or anything requiring imagination.
Public Recognition: You gain fame or status through your creative talents or by being a “child” of a public figure.
Romance & Ambition: You seek partners who support or boost your reputation.
5th Lord in 11th House
Social Creativity: You thrive in group projects—bands, theater troupes, online communities.
Romance & Friendship: Your lovers may start as friends or meet via networks.
Gains through Creativity: Financial rewards come from social circles or collective ventures.
5th Lord in 12th House
Hidden Talents: You may be quietly creative—writing in solitude, composing music in private.
Romantic Seclusion: Affairs might be secret or detached.
Spiritual Joy: Creative self-expression channels through dreams, mysticism, or charitable work.
543 notes
·
View notes
Text
Astrology indicators 5: The good & the bad 🫠🫠
Astrology indicators of a liar 🤥
🤥 Mercury in Hard Aspect to Neptune (square/opposite): Classic indicator of lying or mental fog. Can also show storytelling skills—they can weave fiction so well it sounds real.
🤥 Neptune in the 3rd House or Conjunct Mercury.
• Neptune in the 3rd = blurred thinking, communication that’s vague, slippery, or deceitful.
• May speak in half-truths, avoid clarity, or shift narratives to suit them.
🤥 Mercury in Mutable Signs (especially Gemini or Pisces)
• Gemini Mercury: Can be clever, mentally agile, and good at spinning. If poorly aspected, it can be slick, gossipy, or say what you want to hear.
• Pisces Mercury: Prone to white lies, omissions, or fantasy over fact—especially with Neptune influence.
🤥Strong 12th House or Neptune Dominance
• Planets in the 12th house, especially Mercury, Moon, or Mars, may signal hidden motives or secretive thinking.
• Neptune dominance = master of illusions. They might lie more to protect feelings or hide uncomfortable truths than to deceive maliciously.
🤥Mercury Square Jupiter
• Tends to exaggerate, boast, or bend the truth—especially for approval, attention
🤥 Gemini or Pisces Stelliums
• Gemini = quick-witted, often walking the line between truth and fiction. Might talk themselves in circles or contradict themselves.
• Pisces = dreamy, fluid with boundaries, may lie out of emotional discomfort or escapism.
🤥 Moon Square or Opposite Neptune
• Can indicate emotional dishonesty—even with themselves. They may lie because they feel overwhelmed, ashamed, or confused about their feelings. Often not malicious; they just can’t always tell truth from feeling.
🤥 Venus Square Neptune
• Especially in relationships, this is the “rose-colored glasses” liar—or the one who lies to keep love, attention, or fantasy alive.
• May misrepresent intentions or fall for people who do.
🤥 Mars in Pisces (or badly aspected Neptune Mars)
• This Mars fights indirectly, and can lie by omission, mislead, or manipulate to avoid confrontation.
Astrology indicators of a trustworthy person😇
😇 Mercury in Earth Signs (Taurus, Virgo, Capricorn)
• Grounded, clear, and straightforward communication. Especially Mercury in Capricorn: Doesn’t sugarcoat, values integrity.
• Mercury in Virgo: Precise with details—usually too honest.
😇 Saturn-Mercury Aspects (Especially Trine or Sextile)
• Saturn gives Mercury discipline and structure. These people take responsibility for their words. Rarely speak impulsively; prefer facts over fluff.
😇 Strong 6th House / Virgo Energy
• Loyal, dependable, service-oriented. These people tend to show their trust through actions, not just words. Can be your rock during chaos because they take responsibility seriously.
😇 Moon in Earth or Fixed Signs (Taurus, Capricorn, Scorpio, Aquarius)
• Emotionally stable and don’t switch up often. Scorpio Moon may be secretive but not disloyal—they take loyalty very seriously.
• Taurus and Capricorn Moons = emotionally reliable, don’t play with people’s feelings.
😇 Sun or Ascendant in Fixed Signs (Taurus, Leo, Scorpio, Aquarius)
• Fixed signs = consistent, not easily swayed.
• What they say, they usually mean. If they commit, it’s for the long haul.
😇 Venus in Capricorn or Taurus
• Loyal in love and partnerships.
• These people value long-term bonds, tradition, and accountability.
😇 Saturn in Angular Houses (1st, 4th, 7th, 10th)
• Saturn here gives someone a strong sense of duty and grounded presence. May take time to open up, but when they do, they mean it.
😇 Jupiter in Libra, Cancer, or Sagittarius
• These Jupiters uphold morality, fairness, and care for others.
• Jupiter in Libra especially seeks harmony through honesty.
😇 Mercury Trine or Sextile Jupiter
• Honest, big-picture thinkers who dislike lies or petty manipulation. They’re often generous with info and try to uplift with truth.
Astrology indicators of someone who is a first responder (firefighter, EMT, paramedic, or emergency worker) ⛑️
⛑️ Strong Mars – Action, Courage, Physical Response
• Mars is the planet of fight, drive, adrenaline, and quick reaction.
• Especially powerful in: Aries: Fearless and fast. Capricorn: Controlled, professional, goal-oriented. Scorpio: Focused in life-or-death moments.
• Mars conjunct or trine Saturn: Disciplined action, professional under pressure.
• Mars conjunct Pluto: Handles crisis like a boss. Power, survival, control.
⛑️ Strong 6th House or Virgo Energy – Service & Health
• The 6th house rules day-to-day work, routines, health, and service. Planets here often indicate someone who’s drawn to serving others through skill or labor.
• Especially Mars, Saturn, Pluto, or the Sun in the 6th.
⛑️ Saturn – Discipline, Endurance, Authority
• Saturn shows where you carry responsibility and long-term effort. Saturn in 1st, 6th, or 10th: Serious about work, dependable under pressure.
• Saturn in Capricorn or Virgo adds extra structure and focus.
⛑️ Pluto – Intensity, Crisis Management
• People with strong Pluto influence (especially in aspect to personal planets or the MC) are often:
⛑️ Drawn to high-stakes environments.
⛑️ Good at staying calm in chaos.
⛑️ Emotionally resilient or intense.
⛑️ Uranus – Emergency Work, Sudden Change
• Uranus rules things that happen suddenly—like accidents and crises.
• In the 6th or 10th house, it can show someone who works in emergency settings or unpredictable environments.
• Mars-Uranus aspects: Fast reflexes, thrives in chaotic or high-adrenaline scenarios.
⛑️ MC (Midheaven) or 10th House in Aries, Scorpio, or Capricorn
• Midheaven shows your public role or calling.
• Aries = protector, responder, fighter energy.
• Scorpio = life and death service, often drawn to high-pressure environments.
• Capricorn = reliable and leadership-driven, ideal for structured emergency roles.
⛑️ Aspects Between the Moon and Saturn or Mars
• Moon rules instincts, Saturn brings composure.
• Moon-Mars: Fast emotional reactions, often gutsy and reactive.
• Moon-Saturn: Controlled emotional responses; solid under pressure.
⛑️ North Node in the 6th or 10th House
• A life purpose centered around service, duty, and practical contribution. They’re here to show up and help in tangible ways—often through jobs others couldn’t handle.
⛑️ Fire Element Dominance (Aries, Leo, Sagittarius)
• Fire signs are naturally bold, energetic, and action-oriented.
• Aries especially has a “rush in to help” instinct.
Astrology indicators of someone who is in the army or military 🪖
🪖 Strong Mars – The Warrior Planet
• Mars in Aries, Capricorn, Scorpio, or Leo = natural leaders or fighters.
• Mars in the 6th or 10th house = work that’s physically demanding, strategic, or structured.
🪖 Mars conjunct or trine Saturn = discipline + endurance = soldier energy.
• Mars square Pluto or Uranus = explosive strength, intensity, risk-taking, or sudden action.
🪖 Saturn – Discipline, Structure, Authority
• Strong Saturn = commitment, following rules, respecting hierarchy. Saturn in 1st, 6th, or 10th house = thrives in environments with strict order.
• Capricorn placements (Saturn-ruled) = born for command and strategy.
• Saturn-Mars combo = disciplined action—a military classic.
🪖 Pluto – Power, Survival, Transformation
• Indicates a comfort with intense, high-stakes situations. Pluto in aspect to Mars or the Ascendant = extreme focus, mental toughness, fearlessness.
• Pluto in 6th or 10th = power and control through one’s job or service.
🪖 Aries or Scorpio Dominance
• Aries = bold, combative, head-on energy. Will take the first hit if it means protecting others.
• Scorpio = strategist, thrives in tactical, high-pressure environments. Deep loyalty and emotional intensity.
🪖 Military Houses: 6th, 10th, and 8th
• 6th House: Daily work + service. Mars, Saturn, or Pluto here = service through strength or hardship.
• 10th House: Career + status. Planets here (especially Mars or Saturn) = public identity shaped by duty or control.
• 8th House: Crisis, control, and survival. Those with personal planets here may be drawn to dangerous or transformative careers.
🪖 Ascendant in Fire or Earth Signs
• Fire Risings (Aries, Leo, Sag): Brave, direct, and ready to lead or defend.
• Earth Risings (Taurus, Virgo, Cap): Grounded, reliable, and slow to break under pressure.
🪖 North Node in Aries, Capricorn, or 6th/10th House
• Their life path involves stepping into authority, service, or leadership roles. They grow by becoming stronger, more self-directed, or more focused on order and duty.
🪖 Uranus + Mars or Saturn – Technology and Sudden Action
• Uranus aspects (especially to Mars/Saturn) can suggest military careers in tech, aviation, communications, or cyber-intelligence.
🪖 Moon in Capricorn, Scorpio, or Aries
• Emotionally tough. These Moons hold steady in chaos and have no issue with strict conditions or hardship. May not show emotion under pressure—good for combat environments.
#astro notes#astrology#birth chart#astro observations#astro community#astrology observations#astrology community#astrology degrees#astro#astroblr#astrologyposts#astrology content#astrology insights#astrology aspects
531 notes
·
View notes