SAM 3 vs. Specialist Models — A Performance Benchmark

Meta's Segment Anything Model 3 (SAM3) is a powerful general-purpose vision model, but recent benchmarks reveal that smaller, specialized models maintain a crucial advantage in production environments. While SAM3 excels at zero-shot segmentation using natural language, custom-trained models consistently achieve higher accuracy