-
Nayana-cognitivelab/NayanaEmbed-BiGemma3-Matryoshka-Final
4B • Updated • 27 -
Nayana-cognitivelab/NayanaEmbed-BiGemma3-Linear-Merged-Test
4B • Updated • 52 -
Nayana-cognitivelab/NayanaEmbed-ColGemma3-Modal-1848-colbert
Updated • 69 -
Nayana-cognitivelab/NayanaEmbed-ColGemma3-MultiGPU-merged-1610-22-colbert
Updated • 35
AI & ML interests
None defined yet.
Recent Activity
View all activity
Organization Card
Nayana - Vision AI for all
Enabling Vision Language Capabilites for Low resource langauges
Initiative by Cognitivelab
Problem Statement
Despite advancements in vision-language AI, a significant number of the world's languages remain underserved, leaving millions without tools to process documents in their native scripts.
Challenges Addressed by Nayana:
- Wide Language Gap: Lack of robust OCR solutions for a large spectrum of languages, particularly low-resource and rare languages.
- Script Complexity: Supporting diverse writing systems, including those with intricate scripts, cursive styles, or mixed-language content.
- Scalability: Need for adaptable models that can handle real-world multilingual document processing at scale.
Nayana is designed to tackle these challenges by fine-tuning cutting-edge OCR models for diverse languages across multiple regions, empowering users to extract actionable insights from their documents regardless of the language or script.
Vision
To democratize access to Vision-Language AI for all communities by empowering a wide range of languages, including low-resource and underrepresented ones, with cutting-edge OCR and document understanding capabilities.
Mission
- Enhance Accessibility: Build tools that enable equitable AI solutions for diverse linguistic groups worldwide.
- Expand Language Coverage: Support a vast range of languages and scripts, breaking barriers for multilingual document processing.
- Foster Collaboration: Provide an open-source platform where developers and researchers can enhance and expand multilingual OCR capabilities.
-
Nayana-cognitivelab/NayanaEmbed-BiGemma3-Matryoshka-Final
4B • Updated • 27 -
Nayana-cognitivelab/NayanaEmbed-BiGemma3-Linear-Merged-Test
4B • Updated • 52 -
Nayana-cognitivelab/NayanaEmbed-ColGemma3-Modal-1848-colbert
Updated • 69 -
Nayana-cognitivelab/NayanaEmbed-ColGemma3-MultiGPU-merged-1610-22-colbert
Updated • 35
models
120
Nayana-cognitivelab/NayanaEmbed-ColGemma3-Merge-Colbert-base-nayana-linear-v1
Image-Text-to-Text
•
Updated
•
23
Nayana-cognitivelab/NayanaEmbed-ColGemma3-Merge-Colbert-base-nayana-linear
Image-Text-to-Text
•
4B
•
Updated
•
19
Nayana-cognitivelab/NayanaEmbed-ColGemma3-Merge-Colbert-base-nayana
Updated
•
13
Nayana-cognitivelab/NayanaEmbed-ColGemma3-MultiGPU-merged-1267-22-colbert-v1
Updated
•
15
Nayana-cognitivelab/NayanaEmbed-ColGemma3-MultiGPU-merged-1610-22-colbert
Updated
•
35
Nayana-cognitivelab/NayanaEmbed-ColGemma3-MultiGPU-merged-750-22-colbert
Updated
•
14
Nayana-cognitivelab/NayanaEmbed-BiGemma3-Matryoshka-5066-v2
4B
•
Updated
•
30
Nayana-cognitivelab/NayanaEmbed-BiGemma3-Matryoshka-4500-v2
4B
•
Updated
•
13
Nayana-cognitivelab/NayanaEmbed-ColGemma3-Modal-1848-colbert
Updated
•
69
Nayana-cognitivelab/NayanaEmbed-ColGemma3-ColPaliTrainSet-merged-1848-colbert
Updated
•
13
datasets
179
Nayana-cognitivelab/NayanaIR-Train-45k-HardNegs
Viewer
•
Updated
•
45.7k
•
13
Nayana-cognitivelab/nayana-train-hardnegs-test-1k-v2
Viewer
•
Updated
•
1k
•
9
Nayana-cognitivelab/nayana-train-hardnegs-test-1k
Viewer
•
Updated
•
1k
•
8
Nayana-cognitivelab/NayanaIR-Train-200k
Viewer
•
Updated
•
206k
•
42
Nayana-cognitivelab/NayanaIR-Train-1k-test-v3
Viewer
•
Updated
•
10k
•
9
Nayana-cognitivelab/NayanaIR-Train-1k-test-v2
Viewer
•
Updated
•
11k
•
12
Nayana-cognitivelab/NayanaIR-Train-45k-negs-v2
Viewer
•
Updated
•
45.7k
•
19
Nayana-cognitivelab/NayanaIR-Train-45k-negs-test
Viewer
•
Updated
•
45.7k
•
13
Nayana-cognitivelab/NayanaIR-Train-1k-negs-test
Viewer
•
Updated
•
1k
•
22
Nayana-cognitivelab/NayanaIR-Train-45k
Viewer
•
Updated
•
42.3k
•
24