Lidar handheld radar jobs
...a huge asset. Key features we envisage for the site include: - An engaging photo gallery to showcase our rooms, amenities, and overall hotel ambience - Comprehensive descriptions of our rooms to give potential guests a clear idea of what they can expect - Comprehensive descriptions of our facilities, location, and contact information. While an online booking system isn't currently on our radar, you should be open to the idea of incorporating it down the line. Skills and Experience: - Proficiency in contemporary web design - Past work with minimalistic designs - Experience in hotel website design - Understanding of how to effectively present photo galleries and room descriptions online. Please share your portfolio showcasing similar past work. We're excited to b...
I am looking for a freelancer who can create a radar chart based on the data that I will provide. Type of Chart: Radar Data Availability: I will provide the data for the chart. Preferred Layout or Design: I have a preferred layout or design for the chart. Skills and Experience Required: - Proficient in Excel and chart creation - Experience in creating radar charts - Ability to understand and interpret data - Attention to detail and ability to create visually appealing charts If you have experience in creating radar charts and can bring my preferred design to life, please submit your proposal.
I'm looking for a seasoned product designer with excellent CAD modeling skills and a good grasp of mechanical engineering concepts to help me realize a concept for a handheld, shoulder-mounted suction and storage machine for single-use plastics. Here's an overview of what I need: - The main goal of this device will be to collect and store single-use plastics, thereby helping in the clean-up of littered areas as well as curtailing plastic pollution. - The storage system within the machine needs to be sizable, comfortably accommodating between 5 and 10 liters. - While I do foresee automation playing a role in this device's operation, this will not be a fully autonomous machine. In the design, factor in that an operator will have to supervise the plastic collection ...
I need an expert Android app developer to create a utility that creates a Bluetooth port, connecting m...expert Android app developer to create a utility that creates a Bluetooth port, connecting my web browser directly to portable/handheld Bluetooth printers. The main purpose of this app is to route a file with a print command to the printer without requiring additional applications for assistance. This tool will primarily be used for printing Barcodes/QR codes. Key skills and experience needed include: - In-depth knowledge of Android app development - Previous experience with routing print commands via Bluetooth - A strong understanding of web browsers and effective connection techniques - Familiarity with barcode/QR code file types - Experience with portable/handheld Bl...
I am looking for a skilled developer to create a cloud-based software for a speed radar indicator with an ANPR camera. The primary function of the software is license plate recognition, as well as capturing the average speed of the vehicle. Skills and Experience: - Experience in developing software for license plate recognition - Proficiency in Python or Java (no preference) - Familiarity with cross-platform development - Knowledge of cloud-based systems and APIs - Strong problem-solving and debugging skills The software should be cross-platform compatible, able to run on both Windows and Linux systems. It should also have the capability to be deployed on cloud platforms. If you have the expertise and experience in developing this type of software, please submit your proposal.
I need a customized, intuitive, and user-friendly drag-and-drop website editor featuring: - Transformative templates that can be tailored to different users' needs and business styles - Integrated image and video capabilities for varied multimedia use - Mobile-responsive design to ensure optimal performance on handheld devices This software needs to be designed specifically for cloud-based platforms, ensuring it's accessible and efficient. Ideal candidates for this project would have vast experience in software development, particularly in creating web editing tools. A strong understanding of multimedia integration and mobile response design is crucial. Proficiency in cloud-based software solutions will also be highly beneficial. Please submit your bid if your skill set m...
...controlling a radar speed indicator device. The primary use for this application will be within a short-range environment (up to 100 meters in range). The ideal candidate should possess these skills and expertise: - Proficient in Android application development. - Proven experience working with Bluetooth technology. - Understanding of radar speed indicator devices is a bonus. The project was left open-ended regarding the specific functionalities to be integrated into the application, allowing potential developers creative freedom whilst conforming to the project's primary objectives. Here are the potential features: - Data retrieval: Function to extract and display data on the mobile app from the radar speed indicator device. - Device setting adjustments:...
...troubleshooting and resolving interface/UI issues in Act! - Familiarity with database management and performance optimization in Act! Project Details: - I am currently experiencing functionality problems with my Act! software, specifically related to the interface/UI. - my Handheld Contact has stopped syncing. I had it on my server but also put it on my pc where the main database has been moved to. I recently had to start the server (where handheld contact is still installed) and since then, I have turned off the server but handheld is not syncing on my PC. - Also I had lintivity 2 clander running on the server. I no longer use the server and need it to be transfered to my PC. I no longer use the Server. I used DynDS and the link. - I am seeking a consultant w...
...Instance Segmentation Annotator Purpose: - 3D point cloud segmentation Objects to be Modeled: - Individual tree crowns Accuracy of Annotations: - Accurate Skills and Experience: - Proficiency in editing point clouds to create instance segments manually - Familiarity with point cloud processing software and tools like CloudCompare - Familiarity with drone lidar data Project Description: We are seeking a skilled freelancer to segment drone lidar data manually into individual crown point clouds in a forest environment. Each point within an individual crown should be assigned with a crown ID. The annotations need to be accurate to ensure the precision of crown boundaries. No need for other labeling or annotation work, simply the crown ID assignment Example data is in the...
...drone models like DJI Mini3 Pro, Mavic 3 Enterprise Series, M30 Series, M300 RTK, and Matrice 350 RTK, focusing primarily on enterprise-level products. - Language and Framework Support: Exclusively for Android, supporting both Java and Kotlin. The official sample is in Kotlin. - Enterprise Focus: Prioritizes enterprise-level products in terms of model and feature support, followed by consumer and handheld products. - UI Framework: UXSDK V5 will be an open-source framework within the official sample, aligning with DJI Pilot 2's UI framework. Closing Note: This project requires a deep understanding of both DJI SDK versions and the ability to navigate the complexities involved in the transition. We are looking for developers who can bring expertise, precision, and a proactive ...
...scanned mower (geometry of the tank should be largely retained) - Next step: moulds for tower, vessel and chain created ---> ensure that the cast models can be removed from the mold again (detail features of the tank can be adjusted to ensure propper demold) - Ensure dimensions (observe tower dimensions after thermoforming -- should be able to be inserted into the opening of the vessel) - Antenna, radar dish and gun barrels need not be included in the mold. These are produced later via 3D printing - Model can stop approx. 5 cm before the floor Preferred Material: - I would prefer the cast mold to be made using 3D printing technology. Thererfore no shells, only solid construction. Desired Size: - The desired size of the cast mold should be able to fit on a 3D scanned robot m...
...drone models like DJI Mini3 Pro, Mavic 3 Enterprise Series, M30 Series, M300 RTK, and Matrice 350 RTK, focusing primarily on enterprise-level products. - Language and Framework Support: Exclusively for Android, supporting both Java and Kotlin. The official sample is in Kotlin. - Enterprise Focus: Prioritizes enterprise-level products in terms of model and feature support, followed by consumer and handheld products. - UI Framework: UXSDK V5 will be an open-source framework within the official sample, aligning with DJI Pilot 2's UI framework. Closing Note: This project requires a deep understanding of both DJI SDK versions and the ability to navigate the complexities involved in the transition. We are looking for developers who can bring expertise, precision, and a proactive ...
...explicit consent for data collection and use, and ensuring all personal and transaction data are protected by the latest encryption protocols and AI-driven security measures. Step 2: Creating a Digital Twin of the Store 3D Mapping with AI-Enhanced LiDAR and Cameras: Utilizing LiDAR and high-resolution RGB cameras, our system will create an accurate AI-enhanced 3D model of the store, capturing every detail and customer activity. Sensor Fusion for AI-Driven Awareness: A combination of AI algorithms will analyze data from weight sensors, cameras, and LiDAR in real-time, providing a comprehensive and constantly updated understanding of the store environment. BLE beacons, also integrated into the system through AI, will assist in accurate customer tracking and indoor n...
Need help with advice on creating lua scripts. The radar is assembled, configured and working. I receive test data. Calibration completed. Need advice on setting up lua scripts and working in Matlab.
...ideal candidate should have experience in designing menus with a classic and sophisticated style. Requirements: - Create a menu design that exudes a traditional and elegant feel - Use a minimalist approach with clean lines and fonts - Incorporate appropriate colors and imagery to enhance the overall aesthetic - Ensure the menu is easy to read and navigate Responsibilities: - Design a small, handheld menu that is convenient for customers to browse - Utilize the items and descriptions provided by the client to create a cohesive and visually appealing layout - Collaborate with the client to make any necessary revisions or adjustments Skills and Experience: - Proficient in graphic design software such as Adobe Illustrator or Photoshop - Strong attention to detail and an eye for ty...
Project Title: Lidar and Insar Data Processing with Machine Learning Purpose: Deformation Detection over an Oil Field Skills and Experience Required: - Intermediate level experience in machine learning - Strong knowledge of Lidar and Insar data processing - Familiarity with terrain mapping, object detection, and environmental monitoring - Ability to analyze and interpret data accurately - Proficiency in programming languages such as Python or R - Experience in handling large datasets and implementing machine learning algorithms - Strong problem-solving skills and attention to detail Description: Our project focuses on the processing of Lidar and Insar data using machine learning techniques for deformation detection over an oil field. We are looking for a freelancer ...
...+ Intensity control dxial On/Off Push controls LED Chromotherapy Ozenator system Pillow 2- grab bars Reversible end panel 8" Extension box 4-piece faucet set with handheld shower chrome finish Drain kit Wattanty door seal life time 14,995.00 MSRP -$3500 Senior & Military Veterans combined discount sale price $11,495.00 + Shipping Air+ Hydro dual jetting massage therapy system Includes;10 Hydro Jets (6 upper, 4 lower) + In-Line Heater + Intensity control Dial 20 Air Jets (8 seat, 12 lower) + 3 Speed Air Massage + Auto-Purge, Ozenator system, On/Off Push, LED Chromotherapy, 2-Grab bars, 4 piece fast fill faucet set with handheld shower sprayer, pillow, drain kit, 1 ea 8" extension box and 1 ea reversible end cap. Warranty door seal life time use color...
...designed to improve the accuracy of detection by laser radar. 　There is a case that two laser radars are mounted on a vehicle to detect objects around the vehicle. A potential problem is that if the two laser radars are mounted in parallel at the same height, there is a possibility that an object will not be detected because there is an area where the beam is not emitted. 　To solve this problem, in this technology, two laser radars are installed in such a way that the direction of detection is the same and the height at which they are mounted is different. The laser radar used in this technology are, for example, a flash LiDAR, a LiDAR of a type in which the irradiation direction of the beams is changed by a rotating mirror, and a directional radar su...
I need a logo for my dropshipping store called "HandFan" and I will be selling Handheld fans, so I need a logo that looks really catchy and maybe has an image of a handheld fan (pocket fan). Essentials: 1) HandFan 2) Animated image of a pocket handheld fan Try to be creative as possible. I will award the winner asap as I need this asap. thanks
I am looking for a freelancer who can help me create architectural drawings for a renovation/remodeling project. The drawings should be accurate, but do not require detailed technical information. The preferred format for the final drawings is 3D CAD, sketchup file. Skills and experience required for th...freelancer who can help me create architectural drawings for a renovation/remodeling project. The drawings should be accurate, but do not require detailed technical information. The preferred format for the final drawings is 3D CAD, sketchup file. Skills and experience required for this project: - Proficiency in CAD software - Knowledge of architectural drawing standards - Ability to work from a 3D LiDar scan Sketchup model - Understanding of renovation/remodeling concepts and ...
I am looking for a freelancer who can help me create architectural drawings for a renovation/remodeling project. The drawings should be accurate, but do not require detailed technical information. The preferred format for the final drawings is 3D CAD, sketchup file. Skills and experience required for th...freelancer who can help me create architectural drawings for a renovation/remodeling project. The drawings should be accurate, but do not require detailed technical information. The preferred format for the final drawings is 3D CAD, sketchup file. Skills and experience required for this project: - Proficiency in CAD software - Knowledge of architectural drawing standards - Ability to work from a 3D LiDar scan Sketchup model - Understanding of renovation/remodeling concepts and ...
I am looking for a 3D artist who can create models for my project. Type of Models: - I need models of building exterior and some wooden objects. - Specifically, I need wooden buildings modeled using maps made with LiDar technology. Design Concepts: - I have some ideas for the design concepts, but they are rough and open to the artist's creativity. - These models are for a virtual tour of a tourist site. reference pictures are available - We have mapped the area using LiDar and would like to use these scans as a floorplan for the models Number of Models: - I need 3 models in total. Skills and Experience: - Proficiency in 3D modeling software - Experience in creating realistic and detailed models - Ability to bring rough design ideas to life through 3D modeling ...
I am looking for a freelancer who can help me retrieve SQLite files from my ScanPal EDA51 Handheld. The purpose of this project is to backup and restore the files. I do not require assistance in implementing the backup and restore process, I just need the SQLite files. The files are needed within a week. Ideal skills and experience for this job include: - Proficiency in Android 7.1 - Experience with retrieving SQLite files from handheld devices - Knowledge of backup and restore processes - Ability to meet the deadline of retrieving the files within a week
Model 4 pulsed threat radars with operating frequencies varying between 4-8 GHz with the EW Self-Protection System's jamming system on a fighter aircraft with an RCS of 12 m2 . Design the antenna for the jammer separately in MATLAB application and use the pattern of this antenna in the simulation. Perform a MATLAB simulation in which the detection (burn-through) distance of the J/S a...Self-Protection System's jamming system on a fighter aircraft with an RCS of 12 m2 . Design the antenna for the jammer separately in MATLAB application and use the pattern of this antenna in the simulation. Perform a MATLAB simulation in which the detection (burn-through) distance of the J/S and the fighter is calculated for the jamming of the EW Self-Protection System at three different powers for...
...Electric Mast, All-Terrain Mud Tires, 4 outriggers or stabilizers, (3) 380W solar panels, Cellular Internet on board, a solar charge controller, and an optional backup generator. The purpose of this video is to demonstrate the deployment process of our trailer comprehensively. We envision showcasing the functionality of releasing the outriggers, opening the solar panels, raising the mast via our handheld electric winch control, and displaying the top box containing the cameras, LED flashing lights, and the speaker. This animation aims to provide a clear and engaging concept of our mobile towers, highlighting our technology stack, monitoring capabilities, and robust infrastructure. As a company specializing in manufacturing state-of-the-art trailers for independent alarm compani...
Hello I would like to open an I...webstie or vote on server. Shadow weapons and D/C coupons are enable Ranking Window Automatic Crystallization Sales No Dual Box No Auto Pick Up Seal Stones drops are evenly split between party members Sieges every 2 weeks. Ad2. MODERN GAME CLIENT: Modern look of the game Improved performance No Critical Errors Tons of new Game Settings and Interface Windows Damage on the Screen Healths Bars Mail Radar Skill Learning Panel Items on Chat Npc Debuff Info Improved Clan Notice Editing Quick Status Actions Exp Bar and redesigned Main Menu Friend Manager Quest Areas on the Map Redesigned Character Creation Clan Ranking Redesigned Past Olympiad Ranking Colorful System Messages No Adena Limit You can choose between New Herb Style, Retail Herb Style & n...
In addition to helping you write your thesis and other research papers, I can also help you get your work published in prestigious journals with strong indexes. My areas of expertise are listed below: Matlab and image for image processing Radar imaging Data analysis Get in touch with me at your earliest convenience.
Project Description: Create Custom Impact Radar I am looking for a skilled professional JavaScript Developer who can create a custom impact radar to evaluate please find the attached
I am looking for a skilled developer to create an inventory counting program based on Windows CE. The program will be specifically designed for counting retail inventory using handheld devices. Skills and experience required for this project include: - Proficiency in Windows CE development - Experience developing programs for handheld devices - Knowledge of inventory management systems - Familiarity with retail inventory processes The ideal candidate should be able to create a user-friendly interface that supports both touchscreen and keyboard input. The program should be intuitive and efficient, allowing users to easily input and track inventory data. If you have experience in Windows CE development and are familiar with retail inventory processes, I would love to h...
I am looking for a freelancer who can produce a .stl file with a 3D design for manufacturing purposes. Intended Use: Manufacturing Design Concept: This is a handheld putter used to hit golf balls on a flat surface. Please see the dimensions in the mockup photo. The shape of the putter head is similar to that of a semi-circle. Level of Detail: Basic Skills and Experience: - Proficient in 3D modeling software (e.g. AutoCAD, SolidWorks) - Experience in designing for manufacturing processes - Understanding of basic design principles - Attention to detail and accuracy in creating the .stl file
I am looking for a freelancer who can add a customizable display feature to my 16 x 16 led matrix Arduino word clock which is based on the one developed by Brett Oliver. Specific requirements: - The new feature should allow me to change the PIR - radar timer duration from a new display. - I can provide the details and design preferences for the new feature. - The new feature needs to be compatible with the current setup of the led display Arduino nano word clock. Ideal skills and experience: - Proficiency in Arduino programming and hardware integration. - Experience in designing and implementing led matrix user controlled customizable displays. - Ability to work with existing systems and ensure compatibility. Please include
...looking for a mobile app developer to create an emulator for an old auto scanner software. Make and Model: The old software is from the 1990s and is CD-ROM based and used on a handheld auto diagnostic scanner called an Omitec Omiscan, as specified by the client. Features and Functionalities: The client wants all the features and functionalities from the old software to be included in the emulator via either a mobile app to be connected to the vehicle with a bluetooth OBD dongle connector or to be uploaded to a generic modern day universal handheld auto scanner. Operating System Compatibility: The app should be compatible with both iOS and Android operating systems. Ideal Skills and Experience: - Experience in mobile
I need to reduce the range of the NEW RCWL-0516 Microwave Radar Motion Detector. This new board have an IC with RCWL-0001 and not the RCWL-9196 Thanks!
...the route along which the ride-sharing vehicle travels. The problem in the case is that the probability of picking up a user on the safe route is low, and efficient operation may not be possible. 　To solve this problem, in this technology, routes with a high probability of picking up users is selected when the sum of the recognition level values of each sensor (ex. camera, millimeter wave radar and LiDAR) mounted on the vehicle is higher than the reference value. This increases the likelihood that the ride-sharing vehicle will pick up many users. Furthermore, since the sensor's recognition level is also higher than the reference level, safety is ensured during the ride. Please search for this technology in this contest. <<NOTICE>> The target car brands in...
I am looking for a freelancer to create a Solidworks/CAD drawing for a new golf pitch mark repairer tool. The desired material for the tool is plastic. I have specific design and feature requirements in mind for the tool. The dimensions for the golf pitch mark repairer tool should be medium, making it handheld in size. Ideal skills and experience for this job would include: - Proficiency in Solidworks/CAD drawing - Experience designing tools or similar products - Knowledge of materials and their properties, particularly with plastic - Attention to detail to accurately capture the specific design requirements - Creativity to provide input and suggestions for improving the design, if needed.
I am looking for a skilled mobile developer to help create a Lidar mobile app. This app should be able to run on both iOS and Android platforms. The primary purpose of this app is to create 3D models using Lidar data. The level of detail for these 3D models will depend on the object being scanned. I'm seeking a mobile developer who can use 3D imaging technology to process Lidar data and create accurate 3D models. Strong experience with object detection, mapping, and navigation technology will also be useful. The app needs to be optimized for both iOS and Android platforms. If you think you have the technical expertise to create this Lidar mobile app, then I would love to hear from you. Please prove your qualifications and discuss your previous experience ...
We have a ROS navigation application running with a real robot. We are using ubuntu 20 and ros noetic. The positioning is good and we are using amcl and ekf. However sometimes due to a lack of communication with lidar or other issues, the positioning gets lost. We want you to develop a way of knowing that the positioning is not good. Ideally we would like to have a 'quality' variable that tells us how accurate or how much confidence we have on the actual positioning. Maybe you could use ICP or any other algorithm you know. Let me know if you need any more details.
...las y el proyecto se trata de que nuestros stakeholders se den cuenta de la importancia que tiene el uso de la tecnología LiDAR y vean los entregables que podemos lograr, es decir, de un archivo de nube de puntos a un modelo BIM. NO es un proyecto para ingeniería 100% es para educar/evangelizar/enamorar al cliente mostrándole la transición de la nube de puntos al modelado 3D BIM pasando por .dwg Fechas límite: 21 Nov --- We have mapped a single-story building (clinic) with an area of approximately 700 square meters. We have exterior and interior point clouds in .e57 and .las format and the project is about making our stakeholders realize the importance of using LiDAR technology and seeing the deliverables that we can achieve, that is, a...
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...video layers. Audio Adjustments: Simple techniques to improve audio quality or volume. Voiceovers: Adding narration or commentary to videos. Auto Subtitling: Creating and editing automated subtitles for videos. Translations: Translating video content into different languages. Text-to-Speech Features: Converting written text into spoken narration. Basic Video Stabilization: Reducing shakiness in handheld footage. Using Stock Media: Incorporating stock footage, images, or music. Creating Slideshows: Combining photos and music to create a video slideshow. Exporting Videos: Basics of saving and exporting videos in different formats. Aspect Ratios and Cropping: Adjusting the frame of the video for different viewing experiences. Skills and Experience: - Proficiency in video editing so...
...Qualifications: • Valid driver's license and reliable transportation (car) for commuting. • Proficiency in installing data and voice cabling (Cat5e & Cat 6). • Familiarity with Access Control installation. • Experience in pipe bending and installation. • Ability to work at heights and perform physically demanding tasks. • Neat appearance and excellent customer service skills. • Comfortable with using handheld tools and working at heights. • Ability to work independently and as part of a team. • Flexibility to handle various assignments across different locations. • Willingness to assist other technicians when needed. • Ability to lift heavy objects, tools, and climb ladders. • Diligent in completing and submitti...
Radar acquired Data needs to be compressed before being send over some communication protocol. Huffman coding is a possibility, using the spatial and temporal correlation of radar data. We need a review of currently available methods for Radar Data Compression using lossless and lossy methods and a model (could be Octave, Matlab, Python) of the codec for spatial and temporary correlated 1D or 2D input data sets. The model has to be validated on a set of test scenarios and, eventually, real data
...Scope - Utilize our existing customer list (10k+ names, numbers, emails, and addresses) to create an impactful SMS/Email marketing campaign. Campaign Goals: - Increase website traffic and conversions. - Promote a series of exclusive offers for our customers. Offer Details: - Free $10.00 store credit for all customers. - 20% off all stickers and labels. - T-shirt and print combo for $12.99. - Handheld signs for $35.00. - 15% off all flyers and business cards. - Special price of $49.99 for Digital Flyers to promote Black Friday promotions. Timeline: - Launch the campaign by Monday (72 hours from now). Qualifications: We are looking for a professional with: - Proven experience in creating successful SMS/Email marketing campaigns. - Expertise in utilizing customer data for targ...
Fresh Baked Prints Black Friday Sale digital image Need pictures of said product from our instagram page @FRESHBAKEDPRINTS included in design need high quality graphic design that highlights the product and the sale vibrant colors information: BLACK FRIDAY SALE $35 handheld sign 5 business day
The goal of this project is to do following: 1. Find a dataset that has both RGB images with masks and LiDAR (Cloud of Points) data. 2. Train semantic segmentation model based only on RGB Images with masks + eval with mAP50 and mAP95 metric 3. Train semantic segmentation model based only on LiDAR (Cloud of Points) + eval with mAP50 and mAP95 metric 4. Make Data Fusion of point 2 and 3 + eval with mAP50 and mAP95 metric All must be working on Google ColabolatorY
...and output folder paths. The final 3D model should be renderable on a website using the JavaScript library. The produced object must display the textures of the original object contained in the images. The images include metadata that the algorithm can use to enhance the 3D reconstruction such as the angle, X and Y coordinates about the object that has been photographed. Not exactly a LIDAR but enough to reconstruct the image. The ideal candidate should have experience in 3D modelling, computer vision, or similar fields, be familiar with , OpenCV, and have a portfolio showcasing similar projects. This is an exciting opportunity to work on an innovative project. If you are passionate about technology and have the necessary skills, please apply with your resume and portfolio
We need a review of currently available methods for Radar Data Compression using lossless and lossy methods and a model (could be Octave, Matlab, Python) of the compressor for spatial and temporary correlated 1D or 2D input data sets. The model has to be validated on a set of test scenarios and, eventually, real data
...this technology compares the results of multiple object recognition methods, such as object recognition using data acquired by a camera, object recognition using data acquired by a lidar, and object recognition using map data, to determine whether object recognition using data acquired by multiple sensors is causing misrecognition. This is done by comparing the results of multiple object recognitions. Specifically, the system determines whether object recognition using a camera and Lidar, a camera and map data, or Lidar and map data is likely to result in misrecognition at the same time. In this case, camera, Lidar, and map data are used as examples, but they can be changed to different sensors from the three sensors. Please search for this technology in this...
The goal of my project is to do following: 1. Find a dataset that has both RGB images with masks and LiDAR (Cloud of Points) data. 2. Train semantic segmentation model based only on RGB Images with masks + eval with mAP50 and mAP95 metric 3. Train semantic segmentation model based only on LiDAR (Cloud of Points) + eval with mAP50 and mAP95 metric 4. Make Data Fusion of point 2 and 3 + eval with mAP50 and mAP95 metric You can use any framework like e.g. but feel free to propose your own. I personally prefer forest and Yolo 8 but it is not obligatory. All must be working on Google Colabolatory In your bid please describe what your approach and data will be.
