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I will provide instance semantic and panoptic segmentation solutions
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
Répond à certains critères de performance et présente un fort potentiel sur la place de marché.
À propos de ce 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
Langage de programmation:
Python
•
SQL
•
Colab
•
MLflow
•
Amazon SageMaker
Outils:
Jupyter Notebook
•
opencv
•
tensorflow
•
MLflow
•
CVAT
•
Colab
•
PyTorch
Frameworks:
Scikit-learn
•
DeepPy
•
Google ML Kit
•
SimpleCV
•
keras
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Les plus pertinents
L lale_sidi
Mauritanie
I would always recommend working with Hamza
100 $US-200 $US
Prix
2 jours
Durée
Utile?Q qaynatt
Italie
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 $US
Prix
1 jour
Durée
H 
Réponse du freelance
Utile?
Avis
2 avis concernant ce service
| (2) | ||
| (0) | ||
| (0) | ||
| (0) | ||
| (0) |
Détails de la notation
- Niveau de communication avec le freelance
- Qualité de la livraison
- Valeur de la livraison
Trier par
Les plus pertinents
L lale_sidi
Mauritanie
I would always recommend working with Hamza
100 $US-200 $US
Prix
2 jours
Durée
Utile?Q qaynatt
Italie
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 $US
Prix
1 jour
Durée
H Réponse du freelance
Utile?
