Both OpenAI CLIP and MobileNet V2 Classification are commonly used in computer vision projects. Below, we compare and contrast OpenAI CLIP and MobileNet V2 Classification.
Models
OpenAI CLIP
CLIP (Contrastive Language-Image Pre-Training) is an impressive multimodal zero-shot image classifier that achieves impressive results in a wide range of domains with no fine-tuning. It applies the recent advancements in large-scale transformers like GPT-3 to the vision arena.
MobileNet is a GoogleAI model well-suited for on-device, real-time classification (distinct from MobileNetSSD, Single Shot Detector). This implementation leverages transfer learning from ImageNet to your dataset.
