clip-aware-embeddings
CLIP-Aware Image Embeddings
Smart image-text matching that knows when CLIP works and when to use alternatives.
MCP Integrations
| MCP | Purpose |
|---|---|
| Firecrawl | Research latest CLIP alternatives and benchmarks |
| Hugging Face (if configured) | Access model cards and documentation |
Quick Decision Tree
Your task:
├─ Semantic search ("find beach images") → CLIP ✓
├─ Zero-shot classification (broad categories) → CLIP ✓
├─ Counting objects → DETR, Faster R-CNN ✗
├─ Fine-grained ID (celebrities, car models) → Specialized model ✗
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