Measure the Cosine Similarity drift between the original CLIP and the P4 version.
Report "Images Per Second" (IPS) improvements on standard consumer hardware. clip56mp4
Does the model struggle more with abstract concepts (art/logos) vs. natural images? Measure the Cosine Similarity drift between the original
A "solid paper" on would likely examine its efficiency as a lightweight vision-language model, specifically focusing on its 4-bit quantization (P4) and how it retains performance despite having only 56 million parameters . 📄 Proposed Title: clip56mp4
Desired (short technical report vs. full journal paper)?
What is the actual reduction in VRAM and latency on edge devices (Jetson, Mobile GPUs)? 3. Methodology & Benchmarking
🌟 This model is built for speed . Your paper should lean heavily into the Efficiency-Accuracy Trade-off curve .