Melo
Melo community
Low-Rank Adaptation
Adopts low-rank adaptation instead of resource-demanding fine-tuning, efficiently adapting ViT models with minimal additional parameters.
Multi-Task Capability
Enables the development of a single CAD model for multiple clinical tasks, supporting various diagnosis tasks across different imaging modalities.
Storage Efficiency
Adds only about 0.5MB of storage space, making it highly efficient in terms of storage requirements.
Fast Model Switching
Allows for extremely fast model switching in deployment and inference, enhancing real-world usability.
High Performance
Achieves competitive results on various diagnosis tasks using only a few trainable parameters, comparable to fully fine-tuned ViT models.
Lightweight Solution
Provides a lightweight solution for developing CAD models, addressing challenges such as limited storage space and time-consuming model switching.
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