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docs: 📝 update benchmark docs
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chaofengc committed Oct 1, 2023
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Performance Benchmark and Calibration
==========================================

.. raw:: html

<style>
table {
width: 100%;
table-layout: auto;
overflow-x: auto;
}
</style>


Performance Evaluation Protocol
----------------
----------------------------------------

**We use official models for evaluation if available.** Otherwise, we use the following settings to train and evaluate different models for simplicity and consistency:

Expand All @@ -25,31 +35,29 @@ Basically, we use the largest existing datasets for training, and cross dataset
- Aesthetic IQA: ``nima``, ``nima-vgg16-ava``

Performance on FR benchmarks
----------------
----------------------------------------

.. csv-table:: FR benchmark
:header-rows: 1
:widths: 10 20 20 20 20
:file: ../tests/FR_benchmark_results.csv

Performance on NR benchmarks
----------------
----------------------------------------

.. csv-table:: NR benchmark
:header-rows: 1
:widths: 5 10 10 10 10 10 10 10
:file: ../tests/NR_benchmark_results.csv

Performance on image aesthetic benchmarks
----------------
----------------------------------------

.. csv-table:: IAA benchmark
:header-rows: 1
:file: ../tests/IAA_benchmark_results.csv


Results Calibration
-----------------
----------------------------------------

.. csv-table:: Calibration
:header-rows: 1
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