I will provide instance semantic and panoptic segmentation solutions

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5,0
5,0

Pakistan

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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 ...

Level 1

Hat bestimmte Leistungskriterien erfüllt und zeigt großes Potenzial auf dem Marktplatz.

Über diesen Service

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

APIs:

Microsoft Computer Vision AI

Amazon Rekognition

Expertise:

Bildverarbeitung

Klassifizierung

Clustering

Programmiersprache:

Python

SQL

Colab

MLflow

Amazon SageMaker

Tools:

Jupyter-Notizbuch

opencv

tensorflow

MLflow

CVAT

Colab

PyTorch

Frameworks:

scikit-learn

DeepPy

Google ML Kit

SimpleCV

keras

Bewertungen

2 Bewertungen für diesen Service
5,0

(2)
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Zusammensetzung der Bewertung
  • Kommunikation
    5
  • Qualität der Lieferung
    5
  • Preis-Leistungs-Verhältnis der Lieferung
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  • L

    lale_sidi

    MR

    Mauretanien

    5

    I would always recommend working with Hamza

    100 $-200 $

    Preis

    2 Tagen

    Dauer

    Hilfreich?
    Ja
    Keine
  • Q

    qaynatt

    IT

    Italien

    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.

    50 $

    Preis

    1 Tag

    Dauer

    Hilfreich?
    Ja
    Keine
Bewertungen

2 Bewertungen für diesen Service
5,0

(2)
(0)
(0)
(0)
(0)
Zusammensetzung der Bewertung
  • Kommunikation
    5
  • Qualität der Lieferung
    5
  • Preis-Leistungs-Verhältnis der Lieferung
    5
Sortieren nach:
Am relevantesten
  • L

    lale_sidi

    MR

    Mauretanien

    5

    I would always recommend working with Hamza

    100 $-200 $

    Preis

    2 Tagen

    Dauer

    Hilfreich?
    Ja
    Keine
  • Q

    qaynatt

    IT

    Italien

    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.

    50 $

    Preis

    1 Tag

    Dauer

    Hilfreich?
    Ja
    Keine