Umitcan Sahin
ucsahin
AI & ML interests
Visual Language Models, Large Language Models, Vision Transformers
Recent Activity
upvoted
a
collection
4 days ago
DeepSeek-V3
upvoted
a
collection
4 days ago
DeepSeek-VL2
reacted
to
singhsidhukuldeep's
post
with 🔥
10 days ago
Exciting News in AI: JinaAI Releases JINA-CLIP-v2!
The team at Jina AI has just released a groundbreaking multilingual multimodal embedding model that's pushing the boundaries of text-image understanding. Here's why this is a big deal:
🚀 Technical Highlights:
- Dual encoder architecture combining a 561M parameter Jina XLM-RoBERTa text encoder and a 304M parameter EVA02-L14 vision encoder
- Supports 89 languages with 8,192 token context length
- Processes images up to 512×512 pixels with 14×14 patch size
- Implements FlashAttention2 for text and xFormers for vision processing
- Uses Matryoshka Representation Learning for efficient vector storage
⚡️ Under The Hood:
- Multi-stage training process with progressive resolution scaling (224→384→512)
- Contrastive learning using InfoNCE loss in both directions
- Trained on massive multilingual dataset including 400M English and 400M multilingual image-caption pairs
- Incorporates specialized datasets for document understanding, scientific graphs, and infographics
- Uses hard negative mining with 7 negatives per positive sample
📊 Performance:
- Outperforms previous models on visual document retrieval (52.65% nDCG@5)
- Achieves 89.73% image-to-text and 79.09% text-to-image retrieval on CLIP benchmark
- Strong multilingual performance across 30 languages
- Maintains performance even with 75% dimension reduction (256D vs 1024D)
🎯 Key Innovation:
The model solves the long-standing challenge of unifying text-only and multi-modal retrieval systems while adding robust multilingual support. Perfect for building cross-lingual visual search systems!
Kudos to the research team at Jina AI for this impressive advancement in multimodal AI!
Organizations
None yet
ucsahin's activity
[bot] Conversion to Parquet
#1 opened 4 months ago
by
parquet-converter
[bot] Conversion to Parquet
#1 opened 5 months ago
by
parquet-converter
Question Regarding Curation Techniques
2
#2 opened 5 months ago
by
ucsahin
[bot] Conversion to Parquet
#1 opened 7 months ago
by
parquet-converter
TypeError need help
2
#1 opened 6 months ago
by
ss22s