Comments (2)
I take this back: doing above will result in really bad detection.
(As reference, I was trying to port this model to WAMR, which internally does the quantization whenever this information is available: https://github.com/bytecodealliance/wasm-micro-runtime/blob/main/core/iwasm/libraries/wasi-nn/src/wasi_nn_tensorflowlite.cpp#L313)
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Re-opening based on the discussion/explanation from WAMR.
The pre-processing should be:
- Obtain input - coincidentally, uint8_t `300x300x3, values [0..255]
- Transform input to float 300x300x3, values [-1..1]
- Based on the model input type (uint8_t), apply quantization parameters. This transforms the input back to uint8_t 300x300x3, values [0..255].
The important part is that, while the tensors in steps 1 and 3 have the same shape and type, the values are clearly different.
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Related Issues (1)
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