I will provide instance semantic and panoptic segmentation solutions

Sommige informatie wordt in het Engels weergegeven.
5,0
5,0

Pakistan

Ik spreek Engels

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Python Computer Vision Specialist

As a senior computer vision specialist with 10+ years of experience, I deliver optimized vision solutions across object detection, pose estimation, segmentation, and scene understanding. My expertise ...

Niveau 1

Voldoet aan bepaalde prestatiecriteria en toont een sterke potentie op de marktplaats.

Over deze dienst

CORE Semantic/Instance/Panoptic SEGMENTATION EXPERTISE:

Foundation Models: SOTA pretrained models SAM, Grounded SAM, SEEM, YOLOE

Transformers: Mask2Former, Segmenter, Swin, SETR

CNNs: U-Net, U²-Net, PSPNet, DeepLab family

ENHANCEMENT & REFINEMENT:

Augmentation: Albumentations, Kornia, weak/pseudo-labeling

Multi-scale fusion: FPN, ASPP for better generalization

Post-Processing: CRF, TTA, ensemble predictions, boundary smoothing morphological ops, component analysis

Backbones: Swin, DINOv2, MobileViT for rich context

Hybrid CNN-Transformer: Faster inference with high accuracy

TECH STACK:

Frameworks: MMSegmentation, Detectron2, custom PyTorch/TF Libraries

OPTIMIZATION & DEPLOYMENT:

TensorRT, OpenVINO, DeepStream

Flask/FastAPI for scalable inference pipelines

DOMAIN EXPERTISE:

R&D/Custom Models: Ensemble segmentation, novel head-backbone pairings, fusion pipelines

Retail/Fashion: Apparel parsing, accessory detection, virtual try-ons

Sports: Player segmentation, pose tracking, action-focused masking

Medical Imaging: Tumor/organs from CT/MRI; semi-supervised histopath slides; DICOM/NIfTI support

Satellite: Multiband segmentation, change detection, GeoTIFF/QGIS workflows

API's:

Microsoft Computer Vision AI

Amazon Rekognition

Expertise:

Afbeeldingenverwerking

Classificatie

clustering

Programmeertaal:

Python

SQL

Colab

MLflow

Amazon SageMaker

Tools:

Jupyter-notitieboek

opencv

tensorflow

MLflow

CVAT

Colab

Frameworks:

Scikit-learn

DeepPy

Google ML Kit

SimpleCV

keras

Reviews

2 reviews van deze dienst
5,0

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Specificering van de beoordeling
  • Communicatieniveau van de freelancer
    5
  • Kwaliteit van de levering
    5
  • Waarde van de levering
    5
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Meest relevant
  • L

    lale_sidi

    MR

    Mauritanië

    5

    I would always recommend working with Hamza

    US$ 100-US$ 200

    Prijs

    2 dagen

    Looptijd

    Nuttig?
    Ja
    Geen
  • Q

    qaynatt

    IT

    Italië

    5

    Absolutely fantastic experience! Humza is clearly knowledgeable in his field and delivered exactly what I needed. I truly appreciated his honesty and professionalism throughout. Communication was clear and timely. Highly recommend, and I would definitely work with him again.

    Tot maximaal US$ 50

    Prijs

    1 dag

    Looptijd

    Nuttig?
    Ja
    Geen
Reviews

2 reviews van deze dienst
5,0

(2)
(0)
(0)
(0)
(0)
Specificering van de beoordeling
  • Communicatieniveau van de freelancer
    5
  • Kwaliteit van de levering
    5
  • Waarde van de levering
    5
Sorteer op
Meest relevant
  • L

    lale_sidi

    MR

    Mauritanië

    5

    I would always recommend working with Hamza

    US$ 100-US$ 200

    Prijs

    2 dagen

    Looptijd

    Nuttig?
    Ja
    Geen
  • Q

    qaynatt

    IT

    Italië

    5

    Absolutely fantastic experience! Humza is clearly knowledgeable in his field and delivered exactly what I needed. I truly appreciated his honesty and professionalism throughout. Communication was clear and timely. Highly recommend, and I would definitely work with him again.

    Tot maximaal US$ 50

    Prijs

    1 dag

    Looptijd

    Nuttig?
    Ja
    Geen