What Is Wrong With Scene Text Recognition Model Comparisons? Dataset and Model Analysis

Benchmark Model Rank Results
scene-text-recognition-on-icdar-2003Baek et al.#8Accuracy: 94.4
scene-text-recognition-on-icdar2013-857-imagesTRBA (TPS-ResNet-BiLSTM-Attn)#17Accuracy: 93.6
scene-text-recognition-on-icdar2015-1-811-imagesTRBA (TPS-ResNet-BiLSTM-Attn)#20Accuracy: 77.6
scene-text-recognition-on-icdar2015Baek et al.#32Accuracy: 71.8
scene-text-recognition-on-icdar2013Baek et al.#38Accuracy: 92.3
scene-text-recognition-on-svtpTRBA (TPS-ResNet-BiLSTM-Attn)#41Accuracy: 79.2
scene-text-recognition-on-cute80TRBA (TPS-ResNet-BiLSTM-Attn)#47Accuracy: 74
scene-text-recognition-on-iiit5kTRBA (TPS-ResNet-BiLSTM-Attn)#47Accuracy: 87.9
scene-text-recognition-on-svtBaek et al.#52Accuracy: 87.5