Both MobileNet V2 Classification and OpenAI CLIP are commonly used in computer vision projects. Below, we compare and contrast MobileNet V2 Classification and OpenAI CLIP.
Models
MobileNet V2 Classification
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.
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.
