21 Aug
|
Important Group
|
Chennai
21 Aug
Important Group
Chennai
ManageArtworks (A flagship
product brought to you by Karomi, a leading Enterprise SaaS provider) enables
4000 leading Global and Indian brands. We offer everything to get artwork
projects going & manage every step of the packaging and artwork process.
Companies reach markets faster with our end -end packaging & artwork
management system while achieving 100% compliance.
Project Duration: 2
Months
Location: Chennai – On Site
- Develop a visual segmentation and grouping system to detect
text blocks from packaging artwork PDFs.
- Extract text using PDF parsing, OCR, and vector
path analysis.
- Build a classification module to categorize copy (e.g.,
ingredients, nutrition, warnings, claims, dosage, legal statements).
- Use LLMs and multilingual embeddings for semantic
understanding across multiple languages.
- Handle complex scenarios such as:
- Text in different layers or flattened PDFs
- Vectorized or dotted text
- Multi -language copy (EU languages, Indian languages, etc.)
- Mixed visual objects and symbols
- Develop logic to associate text with nearby icons (e.g., â® mark,
Veg symbol, certification marks).
- Create a structured JSON output representing the extracted
copy blocks.
- Build small visualization/debug tools to highlight extracted regions
on artwork.
- Collaborate with domain experts in food, pharma, and cosmetics labelling.
Requirements
Technical Skills
- Robust Python fundamentals
- Experience with one or more of the following:
- pdfplumber, PyMuPDF (fitz), pdfminer
- OpenCV for image/geometry operations
- OCR tools (Tesseract, EasyOCR, TrOCR)
- Deep learning frameworks: PyTorch or
TensorFlow
- NLP/LLM frameworks: HuggingFace
Transformers, Sentence Transformers
- Multilingual embeddings (Indic, EU,
global multilingual models)
- Document AI models like
LayoutLM, DocTr, or LayoutLMv3 (bonus)
Analytical Skills
- Ability to reason about layouts, visual hierarchy, and grouping
logic
- Interest in combining vision + language intelligence
- Attention to detail when dealing with regulatory copy
Nice -to -Have Skills
- Experience with YOLO, Detectron2, or Vision Transformers
- Understanding of packaging artwork concepts (die -lines, copy,
compliance, symbols)
- Basic knowledge of food/pharma/cosmetics regulatory layouts
- Familiarity with multilingual text handling.
What will you learn