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Image Annotation & Data Labeling Expert I am a dedicated Image Annotation and Data Labeling Specialist with experience preparing high quality datasets for AI and Machine Learning projects. I specialize in accurately labeling images and videos for computer vision models while maintaining high quality and consistency. I have experience working with various annotation techniques, including: Bounding Box Annotation Polygon Annotation Semantic Segmentation Instance Segmentation Keypoint Annotation Landmark Annotation Cuboid (3D) Annotation Polyline Annotation Image Classification Object Detection Object Tracking OCR/Text Annotation Facial Landmark Annotation Annotation Tools CVAT Label Studio Roboflow Supervisely LabelImg VGG Image Annotator (VIA) Makesense.ai Industries I Can Support Autonomous Vehicles Retail Healthcare Agriculture Robotics Manufacturing Smart Cities Security & Surveillance E commerce AI Research What You Can Expect Accurate annotations High quality datasets Fast turnaround Quality Assurance (QA) Attention to detail Client focused communication On time project delivery I understand the importance of clean and consistent training data for Machine Learning models. My goal is to deliver precise annotations that improve model performance and reduce labeling errors. If you are looking for a reliable Image Annotation Expert for your AI or Computer Vision project, I am ready to help.

Your model is only as smart as the person labeling its data! Bad training data is the #1 reason ML projects miss the accuracy targets. Mislabeled frames and skipped edge cases compound into models that fail on real-world inputs. I am Iqra and I treat your annotation guidelines as a contract. My passion for AI is reflected in my role as a Data Annotation Specialist with hands-on CVAT experience labeling images and video for computer vision models. I deliver pixel-accurate bounding boxes, polygons, and segmentation masks that train production-ready AI not "good enough" data that breaks your model in deployment. ✅ WHAT I ANNOTATE IMAGE ANNOTATION — Bounding boxes, polygons & polylines — Semantic & instance segmentation — Object detection & classification labeling — Landmark & keypoint annotation — Image tagging and categorization TEXT ANNOTATION — Named entity recognition (NER) — Sentiment analysis & intent labeling — Text classification & topic tagging AUDIO & VIDEO ANNOTATION — Transcription and speaker diarization — Audio event tagging & classification — Subtitle alignment and timestampin ✅ Tools I work with daily: CVAT • LabelBox • Label Studio • Roboflow • SuperAnnotate • V7 Labs • Amazon SageMaker Ground Truth • Encord ✅Who I work best with: — ML/AI startups building computer vision or NLP products — Companies running ongoing annotation pipelines who need a reliable long-term labeler — Teams doing RLHF or LLM evaluation work ✅How I work: — I start every project by reviewing your guidelines and annotating a small test batch (20-50 items) so you can verify quality before scaling — I document edge cases as I find them and ask clarifying questions in batches — not one-by-one interruptions → I deliver in your preferred format with a short QA summary noting any uncertain labels for your review — I'm available 30+ hours/week and respond to messages within a few hours during my workday. ✅What you actually get when you hire me: — 98%+ annotation accuracy verified through QA review cycles — Edge cases flagged and discussed — not silently guessed at — Consistent labeling logic across large datasets — Fast turnaround on bulk work without quality drop-off in the last 10% Send me your annotation guidelines and a sample batch — I'll return a labeled test set within 24 hours so you can verify accuracy before committing to a larger contract. Looking forward to helping you build training data your model can actually learn from. Iqra Akram

Quality Data leads to Smart AI! I am a highly skilled data annotator with great attention to detail and accuracy, and I am here to provide you with high-quality professional data annotation and labeling services that are required for efficient training in deep learning and machine learning models. The data annotation task can be accomplished using different tools like CVAT and LabelMe with deliverables of different formats according to the client's requirements. The data annotation types I work on include Bounding Boxes, Polygonal Segmentation, Semantic Segmentation, Named-Entity Recognition, and Classification.

I have been working in data entry for more than 2 years. I am skilled in many data entry and virtual assistance work and also I am an expert in image, video, and text annotation. I am a hard-working, organized, and driven individual capable of input and manage data accurately, with great speed, and in high volumes. My key objective is to give the Best quality with a shorter Lead time. Annotation Skill: + Bounding Box,Polygon, Bitmap,Key point, Line, Point Annotation + Annotation Platform familiarity: CVAT, labelme, labelimg, Roboflow, and others. + Can handle both simple and complex levels of annotation work + Provide annotation output in YOLOV5, Pascal VOC, and other JSON file formats. + Make corrections on the already annotated dataset. Skill & Expertise: File Conversion: + PDF File to Excel/Word Conversion + JPEG File to Excel/Word Conversion + OCR / Scanned Image to Excel/Word Conversion + Other various Format Conversions Microsoft Office Packages / Data Entry / Editing: + Excel Training + Data Entry / Data Cleansing + Excel Formulation / Formatting / Filtering & Organizing/ Pivoting / Power Pivoting + PDF Create / Editing Fillable Forms + Word Formatting / Documentation + Power point Presentation Scrapping / Extraction: + PDF Data Scrapping / Extraction + Data Scrapping / Extraction + Web Scrapping / Extraction + Copy / Paste + Data Collection / Internet Searching + Chrome Extension Scrapping If you need further detail, Please Contact.

Empowering machines to comprehend and interpret the visual realm necessitates an abundance of meticulously labeled training data. While alternatives like entrusting your labeling endeavors to an unfamiliar crowd, a rigid outsourcing entity, or an impersonal platform API exist, the distinctiveness of your project and training data warrants a tailored approach. That's where our expertise comes in. As a proficient data analyst specializing in diverse tasks such as bounding boxes, object tracking, semantic segmentation, and keypoint annotation, I leverage best practices cultivated through annotating millions of images and videos. The result is unparalleled data labeling services tailored for computer vision leaders globally. What sets us apart is our ability to customize data to align seamlessly with your user-friendly formats. Tools: CVAT LABELME LABELING LABELIMG LABELBOX ROBOFLOW LABEL STUDIO Data Types: Images Videos, etc. Annotation Types: Image Captioning Inventory Tracking Image Classification Dots with Key Point Labeling Semantic Segmentation with Masks Semantic Segmentation with Polygons Bounding Boxes Data Output Formats: XML YOLO JSON COCO CSV SEGMENTATION MASKS TSV

𝐓𝐢𝐫𝐞𝐝 𝐨𝐟 𝐖𝐫𝐨𝐧𝐠 𝐋𝐚𝐛𝐞𝐥𝐬, 𝐌𝐞𝐬𝐬𝐲 𝐒𝐞𝐠𝐦𝐞𝐧𝐭𝐚𝐭𝐢𝐨𝐧? 👋 Hey, I'm Shams, a passionate AI Data Annotation Specialist with 10+ years of experience delivering pixel-perfect image & video annotation, clean segmentation data, and reliable VA support for AI/ML teams, startups, enterprise clients, and busy founders - helping them reclaim 30–40+ hours every week. I specialize in AI data labeling and annotation, including image and video annotation, semantic and instance segmentation, and dataset preparation for computer vision projects. I take care of the repetitive, detail-intensive work so you can focus on building better AI models and growing your business. 🚀 🧩 My Core Services (Data Annotation & Image Labeling) 🔹 AI Data Annotation & Labeling ✔️ Image & Video: • Bounding Boxes · Polygon · Polyline · Cuboid · Ellipse · Brush • Semantic Segmentation · Instance Segmentation · Image Masking • Keypoint Annotation · Object Detection · Object Counting • Lane & Line Annotation · Satellite Image Annotation • Image Tagging & Classification ✔️Audio & Text: • Audio Segmentation · Timestamping · Speaker Labeling · Audio Cleaning • Named Entity Recognition (NER) · Text Classification • Sentiment Analysis · Search Relevance · Data & Content Moderation ✔️ Bat Call Analysis & Annotation via Spectrograms ✔️ LiDAR Annotation · 3D Cuboid Annotation · Point Cloud Labeling ✔️ COCO · YOLO · Pascal VOC · CSV 👉 Your model doesn't get smarter with dirty data. Mine never sees any. 🔹 AI & Manual Transcription • Audio & video transcription • Course & lecture transcription • SRT subtitles & closed captions • Speaker diarization & labeling • Verbatim & clean-read transcripts • Timestamps on request 👉 Every word captured. Every speaker identified. Every timestamp exact. 🔹Data Entry & Data Management • Manual & bulk data entry • PDF → Excel · Image → Excel • Data cleaning · Validation · Deduplication • Excel & Google Sheets - formulas, pivot tables, VLOOKUP 👉 Every entry verified, every detail checked · 65+ WPM · 95%+ accuracy. 🔹 General Virtual Assistant & Admin Support • Email & calendar management • File organization & document prep • Customer support & SOP creation • Research, scheduling & daily admin 👉 The behind-the-scenes work that quietly keeps everything running - handled. 🔹 Lead Generation & Web Research •LinkedIn & Sales Navigator prospecting • Email list building & contact enrichment • Geo-targeted & ICP-based lead lists • Company & contact data collection 👉 You get 𝐜𝐥𝐞𝐚𝐧, 𝐯𝐞𝐫𝐢𝐟𝐢𝐞𝐝 𝐝𝐚𝐭𝐚 𝐫𝐞𝐚𝐝𝐲 𝐟𝐨𝐫 𝐨𝐮𝐭𝐫𝐞𝐚𝐜𝐡 - 5,000+ verified leads built. 🔹 CRM Management • HubSpot · Zoho · Salesforce · GoHighLevel · Podio • Contact segmentation · Deduplication · Tagging • Pipeline cleanup · Lead tracking · Reporting 👉 Your records stay clean. Your pipeline stays accurate. 🛠️ My Full Toolkit ✔️ Annotation: CVAT · Roboflow · Labelbox · Label Studio · SuperAnnotate · Supervisely · Darwin V7 · Labelme · Dataloop AI · Scale Pro · Datasaur · VGG Image Annotator ✔️ VA & Admin: Google Workspace · Microsoft Office · Notion · Slack · Asana · ClickUp · Airtable · Canva · ChatGPT ✔️ CRM & Outreach HubSpot · Zoho · GoHighLevel · Podio · LinkedIn Sales Navigator · ApolloDataExcel · Google Sheets · Airtable ✔️ Transcription: Sonix · Turbo Scribe · Scribie · Google Colaboratory 💯 Why Clients Trust Me ✅ CEAP Certified · Certified Data Annotation Specialist ✅ 16,600+ video frames annotated ✅ 13,000+ bio-acoustic recordings labeled ✅ 5,000+ verified leads built · 95%+ data accuracy · 65+ WPM ✅ Detail-oriented, deadline-focused, and proactive in communication ✅ Native-level English - clear communication across US, UK, AU, EU time zones ✅ No follow-ups needed - delivered on time, every time 🤝 I Work Best With 🤖 AI/ML teams - needing clean annotation data at scale 🦇 Wildlife & bio-acoustic researchers - spectrogram annotation 🏢 Businesses - drowning in admin, data entry, or CRM chaos 📣 Marketing teams - building targeted, verified lead lists 🎓 Researchers & educators - needing accurate transcription 🚀 Founders & startups - who need a reliable right hand 📩 Let's Talk If ✔ You need accurate image annotation, video annotation, or segmentation - 10 files or 100,000 ✔ You need precise audio or video transcription with speaker labels and timestamps ✔ You need reliable VA or data entry support - 5 to 30 hrs/week ✔ You want audit-ready, clean work delivered the first time ✔ You're done chasing freelancers who overpromise and underdeliver 📬 Send me a message with your project details. I'll respond within 4 hours with a clear plan, honest timeline, and exact next steps. With respect, Shams Ul H. ✨