
Fechado
Publicado
Pago na entrega
I need a compact, install-ready software layer that plugs into my existing endoscopy unit and upgrades its imaging pipeline. The core of the brief is image-processing: sharper live visuals, instantaneous frame-by-frame analysis, and on-screen flags whenever the algorithm spots a potential anomaly. All processing must happen in real time without introducing perceptible latency to the surgeon’s view. My current hardware outputs standard HDMI and records to DICOM, so your code should sit either between the camera head and the display (FPGA, GPU box, or high-performance PC is fine) or run as a software module on the workstation already attached to the scope. OpenCV, CUDA, TensorFlow, or similarly robust libraries are welcome—just keep licensing constraints clear. Deliverables • Executable or deployable source that enhances image clarity, performs real-time analysis, and triggers automated anomaly detection. • API or integration hooks so I can feed the processed stream back to my recording software. • A concise user guide (video or PDF) so the clinical staff can start using it with minimal training. • Quick-start script or installer plus a short readme covering hardware requirements and GPU driver versions. Acceptance criteria • Latency under 40 ms end-to-end on 1080p60 input. • At least 20 % measurable improvement in contrast-to-noise ratio compared to raw feed (I’ll run side-by-side tests). • Anomaly detection hit rate ≥90 % on my validation clip set with <5 % false positives. If you’ve built vision pipelines for medical or industrial cameras before, you’ll find this straightforward. Share a short outline of your approach, toolchain, and any validation you can demonstrate, and let’s get started.
ID do Projeto: 40140978
11 propostas
Projeto remoto
Ativo há 21 dias
Defina seu orçamento e seu prazo
Seja pago pelo seu trabalho
Descreva sua proposta
É grátis para se inscrever e fazer ofertas em trabalhos
11 freelancers estão ofertando em média ₹27.125 INR for esse trabalho

Hi, I’m Karthik, a senior full-stack / systems engineer with 10+ years of experience, including real-time image processing, GPU-accelerated pipelines, and medical/industrial vision systems. I can deliver a low-latency imaging enhancement layer that plugs cleanly into your existing endoscopy setup (HDMI + DICOM), either as: a GPU-accelerated workstation module, or an inline processing box (PC/GPU-based), depending on your preference. My approach Real-time image enhancement using OpenCV + CUDA (contrast, noise reduction, edge clarity) Frame-level analysis with a lightweight ML/CV hybrid (TensorFlow / classical CV) to flag anomalies without blocking the render path Zero-copy GPU pipelines to keep end-to-end latency <40 ms at 1080p60 Clean API/hooks to feed processed streams back into your DICOM/recording software What you’ll get Install-ready executable or well-documented source Real-time anomaly flags overlayed on live video Integration hooks + deployment script Clear user & hardware setup guide (GPU/driver versions) I’m experienced with performance validation, false-positive tuning, and clinical-grade stability—no perceptible lag to the surgeon’s view. Happy to share a concise technical plan and validation strategy and move quickly. Regards, Karthik
₹54.321 INR em 7 dias
5,1
5,1

With a diverse portfolio encompassing industrial automation, process control, electrical engineering, and machine automation, I bring a unique skill set that perfectly aligns with the needs of your endoscopy imaging software enhancement project. Throughout my career, I've consistently demonstrated my proficiency in robust software development for complex systems. From Wastewater Treatment Plants to Chocolate Machine Lines, my work has required the ability to ensure optimal functionality without any perceptible drop in performance or lag. To attain the desired enhancement in your endoscopy unit's imaging pipeline, my approach would involve leveraging my deep knowledge of OpenCV and CUDA libraries to develop an install-ready software layer that significantly sharpens live visuals, performs instantaneous frame-by-frame analysis and incorporates automated anomaly detection. By ensuring minimal latency - well within your specified criterion - and leveraging my expertise in DICOM integration, I'll deliver an end-product that escalates contrast-to-noise ratios by a significant 20% while guaranteeing a hit rate of at least 90% on your validation clip set.
₹25.000 INR em 7 dias
3,9
3,9

Hello, I’ve carefully reviewed your project requirements and clearly understand the tasks involved. I have 13 years of experience and strong expertise in the exact skills this project requires. I have successfully delivered similar projects before and can share relevant samples if needed. I will complete this within your expected timeline while maintaining quality and clear communication. I look forward to working with you and contributing sincerely to your project’s success.
₹25.000 INR em 7 dias
3,1
3,1

With my extensive experience of over eight years in developing end-to-end solutions and a deep knowledge of C++, C, Python, and API development, I can assure you I have the ability to meet your demands for this project. Understanding that your desire is for a software upgrade that enhances imaging and ensures real-time analysis with minimal latency, I am excited to bring my technical expertise in these areas into your project. Having successfully delivered robust systems similar to what you're looking for, but on a grander scale like ERP, CRM, and LMS, overall skill set includes Web & Software Development, Custom Web Applications among other competencies which are fitting for this project. I'm well-versed in utilising powerful libraries such as OpenCV, CUDA, TensorFlow that you mentioned as welcome additions to the toolchain. Regarding validation, I’m willing to offer a demo of my previous work or even undertake a small pilot project for you to ensure there's a strong fit between your needs and my capabilities. My main priority is making sure we achieve your goals together-first. Hire me now and let's get on with adding more value to your business!
₹15.000 INR em 7 dias
2,6
2,6

Hi Zaheer, I am excited about the opportunity to work on your project aiming to enhance the imaging pipeline of your endoscopy unit through a compact, real-time software layer. With a background in developing vision pipelines for medical applications, utilizing OpenCV and TensorFlow, I believe I am a perfect fit for this job. I envision leveraging CUDA for accelerated processing and integrating seamlessly with your existing hardware. One strategy I propose is implementing a real-time image enhancement algorithm to achieve sharper visuals and faster anomaly detection. Let's discuss how we can take your imaging capabilities to the next level. I am available to start immediately. Best regards, Zaheer Mahomed
₹24.750 INR em 30 dias
0,9
0,9

Drawing on my extensive background as a full-stack developer with substantial experience in imaging software, I am uniquely poised to deliver exactly what your project requires. Not only can I readily develop the compact and install-ready software layer you need, but I can also expertly integrate it with your endoscopy unit's existing hardware architecture using tools such as OpenCV, CUDA, TensorFlow or any applicable alternative. Even more important is my commitment to transparency - you can expect proper documentation including a comprehensive user guide to ensure ease of adoption yet minimal training for clinical staff. On the technical front, I boast specializations in backend and API development as well as expertise in Python – an asset I believe is crucial for effective implementation of vision pipelines for medical or industrial cameras. My proficiency in meticulous testing and quality assurance practices will guarantee the utmost reliability and accuracy for your imaging processing requirements.
₹23.000 INR em 12 dias
0,4
0,4

Hi there, You’re absolutely in the RIGHT PLACE. I’ve delivered SIMILAR PROJECTS multiple times and know EXACTLY how to execute this efficiently and correctly from day one. To lock down the SCOPE, TIMELINE, AND PRICING, I’ll need to ask you a few key questions. Unfortunately, Freelancer’s 1500 CHARACTER LIMIT doesn’t allow me to break everything down properly here. Let’s jump on CHAT so I can show you my PROVEN PAST WORK, walk you through the REAL RESULTS I’ve delivered, and outline a CLEAR ACTION PLAN for your project. You’ll immediately see why my approach is DIFFERENT and EFFECTIVE. If you’re serious about getting this done RIGHT, I’m ready to move forward. Looking forward to CONNECTING and WINNING TOGETHER. Cheers, Mayank Sahu
₹25.000 INR em 7 dias
0,0
0,0

I am Sumit Joshi from Sacesta Technologies. I will deliver a low latency imaging layer on a GPU workstation inline with your HDMI 1080p60 feed, enhancing clarity and running frame by frame detection with on screen flags. • Architecture: HDMI capture to GPU, OpenCV preprocessing, inference, overlay compositor, HDMI output, plus a parallel feed to your recorder via RTSP or a local SDK hook your DICOM workstation can ingest. • Latency plan: zero copy pipeline using GStreamer, CUDA kernels, and TensorRT, with tight frame queues to stay under 40 ms end to end. • Image quality: contrast normalization, denoise, deblur, and local tone mapping tuned to improve contrast to noise ratio, with measurement tooling for side by side tests. • Detection: TensorFlow export to ONNX then TensorRT, heatmap and box overlays, sensitivity controls to target under 5 percent false positives. • Validation: batch harness on your clip set reporting hit rate, false positives, and per frame timing, plus a live replay mode. • Deliverables: installer or script, source, hardware and driver spec, integration hooks, and a short staff guide. Regards,
₹25.000 INR em 7 dias
0,0
0,0

Kolkata, India
Membro desde nov. 26, 2025
$10-30 USD
₹600-1500 INR
$15-25 USD / hora
$30-250 USD
$30-250 USD
£10-15 GBP / hora
£10-20 GBP
mín. $50 USD / hora
$30-250 USD
$15-25 USD / hora
mín. $100000 AUD
$10000-20000 CAD
$30-250 USD
€30-250 EUR
$2-8 USD / hora
₹750-1250 INR / hora
$750-1500 USD
₹1500-12500 INR
$30-250 USD
₹12500-37500 INR