Computer Vision
vision workload
Classification, detection or segmentation over images. Well-optimized, high-throughput; a broad range of model sizes.
Classification
- Category
- vision
- Compute profile
- compute-bound
- Scaling
- batch
Infrastructure considerations
Qualitative — no fabricated numbers- Interconnect sensitivity
- low
- Network sensitivity
- low
Curated · Memory · Varies widely by model; most fit comfortably on a single mid-range GPU.
Curated · Storage · High-throughput image dataset read.
Typical frameworks
Curated — not a catalog relationshipPyTorchTensorRTTensorFlow
Data class
Curated · The workload taxonomy is authored qualitative reference, not an ingested source. Sensitivities and profiles are classifications, not measurements; a workload's concrete VRAM comes from the specific model it runs.