Ever wondered how far you can push real-time computer vision using just a lightweight language model and your browser?
I just explored smolvlm-realtime-webcam — a fascinating project that captures webcam input, sends it to a local llama.cpp server running SmolVLM (500M params), and gets back live object descriptions from a tiny vision-language model — all in real time.
This isn't your typical deep-learning pipeline. It's:
Extremely lightweight — no massive GPU needed
Browser-based — just HTML + JS
Powered by llama.cpp — fast inference on CPU/GPU
Hackable — you can prompt it to return structured data like JSON
Perfect for edge computing, fast prototyping, or simply geeking out on vision+language systems with minimal overhead.
Big shoutout to @ngxson (Xuan-Son Nguyen) and the open-source community behind this.
Want to see a llama do object detection from your webcam?
Check it out: https://lnkd.in/gHB62wzY#AI#ComputerVision#EdgeAI#llama#SmolVLM#OpenSource#RealTimeAI#llamacpp#MachineLearning#TechDemo
Research Scientist | Inventor of Cognitively Operated Systems 🧠 | Neuroscience | Brain Computer Interface (BCI) | Published Author with a BCI patent and several other Patents (mentioned below🔻) and IPRs
What if you could fly through someone’s brain — and actually watch it think in real time? 🧠
This stunning 3D visualization makes that possible. It shows live brain activity mapped from EEG (electroencephalography) signals onto a realistic 3D model of the human brain.
Each color represents a different brainwave frequency — from calm alpha and focused beta, to fast, high-energy gamma rhythms.
The golden lines trace the brain’s white matter pathways, and the moving light pulses represent information flowing between regions — the brain communicating with itself in real time.
How it’s built
The process begins with MRI scans to create a high-resolution 3D model of the brain, skull, and scalp.
Then, DTI (Diffusion Tensor Imaging) maps the brain’s wiring — the white matter tracts that connect its regions.
Next comes EEG recording, captured using a 64-channel mobile EEG cap.
Advanced software pipelines like BCILAB and SIFT clean the data, remove noise, and use mathematical modeling to “source-localize” brain activity — estimating where in the brain each signal originates.
They also analyze information flow using a technique called Granger causality, revealing which brain regions are influencing others at any given moment.
From Data to Experience
All of this is brought to life in Unity, a 3D engine usually used for games.
Here, the brain becomes a fully navigable world — you can literally fly through it using a controller and watch live signals flicker and flow.
It’s data turned into experience — a fusion of neuroscience, art, and technology that lets us see the living mind at work.
Why it matters
By merging EEG, MRI, and DTI, researchers can study how the brain’s networks communicate, and how this connectivity changes in conditions like epilepsy, depression, or neurodegenerative diseases.
This work also pushes forward brain-computer interface research — paving the way for future technologies that help restore movement, communication, or sensation through brain signals alone.
Every flicker of light here represents a thought, a signal, a decision — the brain in motion.
🎥 Video Credits: Dr. Gary Hatlen
Without 𝔹𝕀𝕄 it was impossible to bring the museum of the future to life in Dubai … 😯
𝗕uilding 𝗜nformation 𝗠odelling and parametric modelling were key to the design and construction of the Museum of the Future, in Dubai .
Dealing with a shape that curves in multiple directions; They had to coordinate the services with the façade and the inner lining of the room .
𝗙𝗔𝗖𝗔𝗗𝗘 𝗗𝗘𝗦𝗜𝗚𝗡
A façade formed from more than 𝟷,𝟶𝟶𝟶 stainless steel-clad composite panels covers this optimized grid of steel tubes and nodes. These contain the windows, which are formed by calligraphy cutouts. The digital model was used to ensure that none of the grid structure was visible through the windows formed by the letters.
There are 𝟷𝟶,𝟶𝟶𝟶 pieces of glass, each cut to shape using water jets controlled using dimensional data extracted from the model.
The MEP team was able to take the model and use it to develop the environmental systems based on daylight and solar modelling.
𝗠𝗘𝗣
BIM was key to enabling the MEP design team to thread the services through the building. Equally importantly, it enabled the detection of clashes early in the design process, which ensured problems could be resolved in the model, long before work moved to site.
They modelled everything in 3D; we took the model and put it into IES software and then ran the energy modelling to determine the peak load conditions for the various spaces, to enable them to design the HVAC systems .
Stakeholders also used Immersive Solutions (𝗔𝗥/𝗩𝗥) to do a virtual walkthrough of the 3D model and to check each element for clashes and design complexities.
𝗠𝗔𝗡𝗔𝗚𝗘𝗠𝗘𝗡𝗧
The BIM model was also used to analyze how people would move around the building, to identify circulation pinch points and, critically, to simulate evacuation strategies in the case of a fire.
the BIM model is now being used to support the facilities management team running the building to optimize its operation. the model also is used to re-evaluate the movement of people around the spaces as the exhibits and exhibitions change and evolve over time, which is in keeping with the building’s ambition to be a gateway to the future .
𝗕𝗜𝗠 𝗕𝗘𝗡𝗘𝗙𝗜𝗧𝗦
The use of BIM led to a 𝟼𝟻% reduction in rework on-site and a 50% improvement in productivity.
They achieve the LEED Platinum Certification, helping the stakeholders reduce 𝟺𝟻% water usage in the project, along with 𝟸𝟻% reduction in total energy.
𝗠𝗔𝗗𝗘 𝗣𝗢𝗦𝗦𝗜𝗕𝗟𝗘 𝗕𝗬 : Buro Happold
𝗨𝗦𝗜𝗡𝗚 : Autodesk Revit - Tekla BIM Sight - Autodesk Dynamo Studio - Autodesk Navisworks - Autodesk Robot Structural Analysis Professional - Autodesk 3ds Max
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#arafnan#Architecture#design#BIM#Revit#navisworks#dynamo#coordination#clashes#tekla#dubai#uae
● What is BIM?
Building Information Modeling (BIM) is a digital representation process that provides insights and tools for planning, designing, managing, and constructing buildings and infrastructure efficiently. It integrates data from various disciplines into a cohesive model.
● Key Benefits of BIM:
○ Project Perspective:
- Enhances collaboration and communication among stakeholders.
- Improves design quality.
- Reduces errors and rework through early detection of potential issues.
○ Financial Perspective:
- Optimizes resource management.
- Reduces project costs by minimizing waste and inefficiencies.
- Enables better decision-making through accurate data analysis.
● Implementing BIM in a Traditional Company:
Transitioning to BIM involves several steps:
○ Assessment: Evaluate current processes and readiness for change.
○ Training: Invest in training programs for staff to familiarize them with BIM tools and workflows.
○ Pilot Projects: Start with small projects to test and refine BIM processes.
○ Integration: Gradually integrate BIM into larger projects, ensuring continuous support and feedback.
● Standards to Abide By:
○ ISO 19650: International standards for managing information over the whole life cycle of a built asset using BIM.
○ PAS 1192: Series of British standards that provide a framework for collaborative working and information management.
● Platforms and Courses for Upskilling:
○ Platforms:
- Autodesk Revit: Widely used for architectural design, MEP, and structural engineering.
- ArchiCAD: Popular among architects for its powerful design and documentation tools.
- Bentley Systems (AECOsim): Useful for complex infrastructure projects.
- Navisworks: Ideal for project review and clash detection.
○ Courses:
- Coursera: Courses like "BIM Fundamentals for Engineers" by National Taiwan University.
- LinkedIn Learning: Courses such as "Learning BIM 360" and "Revit: Basic Training".
- Udemy: Offers various BIM courses including "The Complete Revit Guide".
- Autodesk University: Extensive resources and courses on all Autodesk products.
- BIM Certification Programs: Look for certifications from institutions like RICS or buildingSMART.
○ Universities offering BSc and MSc qualifications:
- Massachusetts Institute of Technology (MIT): Offers BSc and MSc in Architecture with a focus on BIM.
- ETH Zurich: Offers BSc and MSc programs in Architecture and Civil Engineering with BIM specialization.
- University College London (UCL): Offers BSc and MSc in Engineering and Architectural Design with BIM modules.
- Delft University of Technology: Offers BSc and MSc programs in Architecture and Building Technology with BIM courses.
- Carnegie Mellon University: Offers BSc and MSc in Civil and Environmental Engineering with BIM concentrations.
Embrace BIM to drive your projects toward greater efficiency and innovation!
With the power of 𝗕𝗜𝗠 Qatar was able to create the Largest Stadium for FIFA World Cup 2022 - The Iconic - 𝕃𝕌𝕊𝔸𝕀𝕃 - ... 👌🏻
Lusail stadium has a capacity of 86,250 seats, designed by Foster + Partners , It’s design of the yard resembles a boat, surrounded by a moat.
By delivering an accurate BIM model, the team ensured a flawless visualization of constructability and helped to avoid major project setbacks.
𝗜𝗖𝗢𝗡𝗜𝗖 𝗕𝗜𝗠
with the outbreak of 𝙲𝚘𝚟𝚒𝚍 . Autodesk 𝗕𝗜𝗠 𝟯𝟲𝟬 is used to enable remote collaboration and paperless inspections to overcome these challenges. With one central 𝗕𝗜𝗠 𝗺𝗼𝗱𝗲𝗹 on cloud, the design and construction could be carried out in parallel to complete the stadium in a record time .
To accommodate the movements and tolerance during installation, we have implemented a custom-made workflow by collecting a laser scan reality model as a representation of the as-built conditions model is compared against the theoretical BIM design models using Autodesk 𝗥𝗲𝗰𝗮𝗽, Autodesk 𝗡𝗮𝘃𝗶𝘀𝘄𝗼𝗿𝗸𝘀, and 𝗰𝗹𝗼𝘂𝗱 compare solutions.
- 𝟮𝟭𝟰𝟬 as-Built Scans was collected using a Faro Focus S 150 Scanner to monitor project progress, productivity, & coordination issues
there has been a digital handover of the entire project in compliance with the asset management (𝟮𝟮𝟬𝗸 𝗮𝘀𝘀𝗲𝘁𝘀) and 𝗖𝗢𝗕𝗶𝗲 Extractions that will save its maintenance cost shortly. Asset tagging, QR code labeling, and Asset Information Model delivery are also parts of the Building Information Modeling.
𝗗𝗢𝗖𝗨𝗠𝗘𝗡𝗧𝗔𝗜𝗢𝗡
IFC documentation and its review were done using a BIM walk-through to identify the design and construction issues with all the stakeholders. Moreover, a proper 𝗕𝗜𝗠 𝗲𝘅𝗲𝗰𝘂𝘁𝗶𝗼𝗻 𝗽𝗹𝗮𝗻, 𝗠𝗜𝗗𝗣, and 𝟯𝟬𝟬 𝗕𝗜𝗠 professionals were there to manage and face the challenges professionally.
They prepared more than 𝟯𝟱,𝟬𝟬𝟬 𝗦𝗵𝗼𝗽 𝗱𝗿𝗮𝘄𝗶𝗻𝗴𝘀 for 30 different disciplines within the expected period, with +𝟭𝟰𝟬𝟬 𝗕𝗜𝗠 𝗺𝗼𝗱𝗲𝗹𝘀 with a greater accuracy level of 𝗟𝗢𝗗 𝟱𝟬𝟬 & 𝟮𝟬,𝟬𝟬𝟬 𝗮𝘀-𝗯𝘂𝗶𝗹𝘁 drawings, and it asked for more than 𝟴𝟬𝟬𝟬 𝗼𝗳𝗳𝗶𝗰𝗶𝗮𝗹 𝘀𝘂𝗯𝗺𝗶𝘀𝘀𝗶𝗼𝗻𝘀 and +𝟯𝟬𝟬𝟬 𝗱𝗮𝘁𝗮 𝘀𝗵𝗲𝗲𝘁𝘀 (schedules) to complete.
effectively collaborated with other vendors and general contractors on the Project, producing 𝟮,𝟬𝟬𝟬 𝗱𝗿𝗮𝘄𝗶𝗻𝗴𝘀 per month at peak times.
𝗕𝗜𝗠 𝗕𝗘𝗡𝗘𝗙𝗜𝗧𝗦
- More quality output with less effort using Revit
- Increased work efficiency, saving 𝟸𝟻-𝟹𝟶% of time
- Flawless collaboration among stakeholders, reduced errors, and improved building performance
𝗕𝗜𝗠 : Pinnacle Infotech
𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁 : Foster + Partners
𝗘𝗻𝗴𝗶𝗻𝗲𝗲𝗿 : HBK Engineering, LLC
𝗖𝗼𝗻𝘁𝗿𝗮𝗰𝘁𝗼𝗿 : HBK-CRCC JV
𝗦𝗼𝗳𝘁𝘄𝗮𝗿𝗲𝘀 : 𝚁𝚎𝚟𝚒𝚝, 𝙽𝚊𝚟𝚒𝚜𝚠𝚘𝚛𝚔𝚜, 𝙰𝚞𝚝𝚘𝙲𝙰𝙳, 𝙰𝚛𝚌𝙶𝙸𝚂 𝚙𝚛𝚘
#bim#autodesk#revit#navisworks#autocad#coordination#architecture#engineering#construction
Post 4: What Software Is Actually Used in Road BIM? (Simple & Practical)
When people hear “BIM,” they immediately think of buildings and complex software.
But in road projects, the workflow is much more focused and practical.
Here’s the real picture — the tools that teams actually use on highways, corridors, and infrastructure projects:
1) Civil 3D – The Core of Road BIM
This is where almost everything starts:
*Road geometry (horizontal & vertical alignment)
*Corridor modeling
*Surfaces, profiles, sections
*Subassemblies & pavement layers
*Exporting design models for coordination
In most road projects, Civil 3D is the main engine behind the BIM model.
2) Navisworks – Coordination & Clash Detection
Once design models are ready, Navisworks brings everything together:
*Clash detection between roads, drainage, utilities, structures
*Visualizing phasing and construction sequences (4D)
*Reviewing the project with the site team
It’s the tool that helps teams catch problems before they reach the site.
3) Revit – Only for Specific Structures
Revit isn’t the hero in road projects — but it’s used when needed:
*Box culverts
*Underpasses
*Retaining walls
*Small buildings (control rooms, substations, etc.)
These Revit models are later integrated with the road corridor for full coordination.
4) InfraWorks – Quick Visualization & Early Studies
Not always used, but helpful for:
*Large-scale corridor visualization
*Early concept design
*Communicating ideas to clients and stakeholders
InfraWorks is basically the “big-picture” tool.
Why This Matters?
The goal is not to learn 20 different programs ..
It’s to understand how these tools work together to produce a coordinated, clash-free, and constructible road project.
Most BIM issues on real projects come from not knowing which tool does what.
This isn't an Unreal Engine walkthrough video, it’s the entire Quixel's Derelict Corridor running live in a web browser, without pixel streaming.
Explore the full environment here: https://lnkd.in/dWePy5Wf
A few months ago, we showcased a portion of this scene running in a web browser. Squeezing a single slice of this corridor into a browser was a massive challenge then. Today, we are unleashing the entire facility.
Typically, an asset-dense environment of this scale and fidelity requires at least a dedicated NVIDIA RTX A6000 in the cloud just to stream a single instance.
Full Derelict Corridor and its visual fidelity has been preserved, all while maintaining a rock-solid framerate on low-end devices and smartphones. Getting here required a hardcore engineering sprint by the Moshpit team. We bypassed the traditional limitations of WebGL by building a 100% GPU-driven pipeline for UnrealTwin:
‣ WebGPU: We’ve moved beyond the limits of WebGL. UnrealTwin now has direct access to the user's GPU hardware via WebGPU, executing blazing-fast Splat sorting using custom compute shaders.
‣ A Custom LOD Pipeline: Standard Gaussian Decimation destroys immersion, it introduces aggressive popping and turns distant geometry into voxelated mush. To preserve Quixel's visual fidelity, we engineered a custom Splat LOD generation pipeline from the ground up. The result is flawless distant rendering without tanking mobile performance.
#UnrealTwin is proof that the open web and non-gaming rigs are finally ready for real-time 3D. Have a walk-through and let me know how it runs on your hardware!
#UnrealEngine#UE5#Quixel#GaussianSplatting#3DGS#WebGPU#PlayCanvas#DigitalTwins#Realtime3D#Moshpit#UnrealTwin#TechArt#GameDev
Sharp Monocular View Synthesis in Less Than a Second
https://lnkd.in/djBTUjUE
Real-time photorealistic view synthesis from a single image. Given a single photograph, regresses the parameters of a 3D Gaussian representation of the depicted scene. Synthesis in less than a second on a standard GPU via a single feedforward pass through a neural network. The synthesized representation is then rendered in real time, yielding high-resolution photorealistic images for nearby views. The representation is metric, with absolute scale, supporting metric camera movements. Robust zero-shot generalization. SOTA on multiple datasets while lowering the synthesis time by three orders of magnitude. Code and weights (try it on your images!) at https://lnkd.in/dMjfhnP4 . Project page with videos: https://lnkd.in/dGbuDaht
with Lars Mescheder, Wei Dong, Shiwei Li, Xuyang Bai, Marcel Santana, Peiyun Hu, Bruno Lecouat, Mingmin Zhen, Amaël Delaunoy, Tian Fang, Yanghai Tsin, Stephan Richter
Empower your future with SM Techno Training Services, led by SM Ali—an HVAC expert with 15+ years in MEP design & teaching across India and Saudi Arabia. Over 10,000+ trained since 2008. Join us today!
Building Information Modeling (BIM) Dimensions Explained:
BIM dimensions refer to the different aspects of information integrated into a Building Information Model to enhance decision-making throughout a building's lifecycle. These dimensions go beyond 3D modeling to incorporate time, cost, sustainability, facility management, and more. Below are the key BIM dimensions in detail:
1D – Conceptualization
This refers to the initial stage where ideas and project requirements are gathered.
It includes feasibility studies, sketches, and conceptual design.
No digital modeling at this stage, but rather defining the project scope.
2D – Drafting & Documentation
Traditional CAD drawings (plans, elevations, sections) fall under 2D BIM.
Used for documentation and basic project visualization.
Lacks real-time data integration or intelligence.
3D – Object-Based Modeling
Involves 3D geometry creation using BIM software like Revit, ArchiCAD, and Tekla.
Digital representation of buildings with components that hold metadata.
Enhances visualization, design coordination, and clash detection.
4D – Time & Scheduling (Construction Sequencing)
Adds the dimension of time to the 3D model.
Helps in construction scheduling, sequencing, and progress tracking.
Simulates construction activities to detect potential delays.
Software: Navisworks, Synchro, Primavera.
5D – Cost Estimation & Budgeting
Integrates cost-related information into the model.
Enables accurate material takeoff, quantity estimation, and budgeting.
Assists in cost forecasting and real-time adjustments.
Software: CostX, Navisworks, Revit with cost estimation plugins.
6D – Sustainability & Energy Analysis
Includes energy performance analysis, carbon footprint evaluation, and material sustainability.
Helps in optimizing building designs for energy efficiency.
Used for LEED certification and green building initiatives.
Software: Green Building Studio, IESVE, EnergyPlus.
7D – Facility & Asset Management
Focuses on operations and maintenance of the building after construction.
Integrates data like manufacturer details, maintenance schedules, and equipment lifespan.
Enhances asset tracking and predictive maintenance.
Software: IBM Maximo, Archibus, EcoDomus.
8D – Safety Management
Incorporates safety protocols, risk analysis, and hazard detection.
Identifies safety risks during construction and maintenance phases.
Improves site safety planning and compliance with regulations.
9D – Lean Construction & Waste Reduction
Focuses on improving efficiency and reducing waste during construction.
Helps in lean project management by optimizing workflow and minimizing delays.
Aligns with lean construction principles like Just-in-Time (JIT) delivery.
10D – Industrialization & Smart Cities
Involves integration with IoT, AI, and digital twins.
Connects smart building technologies for automation and real-time monitoring.
Supports urban planning and smart city developments.
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