Research Article

A New Type of Eye Movement Model Based on Recurrent Neural Networks for Simulating the Gaze Behavior of Human Reading

Table 5

Comparison between reference latency, HMKA12 latency, and RNN-based latency.

Count of pixelsReference LatencyHMKA12 LatencyRNN-based Latency
Single-GPUMulti-GPUSingle-GPUMulti-GPUSingle-GPUMulti-GPU

 32M780 ms577 ms96.2 ms74.0 ms27.6 ms19.7 ms
 16M532 ms410 ms95.6 ms65.4 ms27.6 ms19.8 ms
 8M385 ms289 ms95.0 ms58.6 ms27.4 ms16.9 ms
 4M267 ms212 ms94.4 ms62.2 ms27.4 ms17.4 ms
 2M98.6 ms75.4 ms93.8 ms63.1 ms27.1 ms17.6 ms
 1M90.4 ms72.1 ms89.9 ms63.7 ms27.3 ms18.3 ms