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Scene Text Recognition on 6 common benchmarks (test)

98.8Word Accuracy (IIIT)

CLIP-OCR

Updated 2d ago

Evaluation Results

Method
CLIP-OCR 2024.11	98.8	-	98.2	98.3	88.8	94.3	97.6	95.5
LPV 2024.11	98.7	-	97.9	98.6	88.7	93.9	96.2	95.4
Baseline 2024.11	98.6	-	98.3	98	89.4	94.3	96.5	95.7
ParSeq 2024.11	98.5	-	98	97.7	88.7	94.7	96.5	95.3
TRBA-cr 2024.11	98.5	-	97.7	98.3	89.8	94.3	96.5	95.6
MAERec-B 2024.11	98.5	-	98.1	97.8	89.5	94.4	98.6	95.6
ViSu 2024.11	98.5	-	97.8	98.3	90.4	96.3	97.6	96
MATRN 2024.11	98.2	-	97.9	96.9	88.2	94.1	97.9	95
LISTER 2024.11	98.1	-	97.2	97.7	86.3	91.8	94.8	94.1
MAERec-S 2024.11	98	-	97.6	96.8	87.1	93.2	97.9	94.5
GIT2 2022.05	97.6	-	97.8	95.5	85.6	91.3	99	94.5
ViSu 2024.11	97.6	-	98.3	96.1	89.3	91.3	92.4	94.7
CLIP-OCR* [43] 2024.11	97.3	-	97.7	94.7	87.2	89.9	93.1	93.8
LPV* [52] 2024.11	97.3	-	97.6	94.6	87.5	90.9	94.8	94
ABINet 2024.11	97.2	-	97.2	95.7	87.6	92.1	94.4	93.9
MGP 2024.11	97.2	-	96.8	97.7	87.2	93.6	94.8	94.1
ParSeq† [2] 2024.11	97	-	97	93.6	86.5	88.9	92.3	93.3
LISTER* [5] 2024.11	96.9	-	97.9	93.8	87.5	89.6	90.6	93.5
ABINet* [10] 2024.11	96.9	-	97	94.7	85.9	89	89.9	93
RobustScanner 2024.11	96.8	-	95.7	92.4	86.4	83.9	93.8	92.3
MATRN [25] 2024.11	96.6	-	97.9	95	86.6	90.6	93.5	93.5
Base 2025.03	96.5	-	95.1	94.7	85.9	89.5	89.6	91.8
MaskOCR 2022.05	96.5	-	97.8	94.1	88.7	90.2	92.7	93.8
TRBA-cr* [54] 2024.11	96.5	-	98.3	96.3	89.3	93.3	93.4	94.5
MGP* [41] 2024.11	96.4	-	97.3	94.7	87.2	91	90.3	93.3
TRBA-ViSu 2024.11	96.4	-	97.2	96.1	86.2	87.8	89.9	92.9
VisionLAN 2024.11	96.3	-	95.1	91.3	83.6	85.4	92.4	91.2
ABINet 2022.05	96.2	-	97.4	93.5	86	89.3	89.2	91.9
ABINet [10] 2024.11	96.2	-	97.4	93.5	86	89.3	89.2	92.3
Baseline 2024.11	96.1	-	96.5	94.4	86	88.2	88.5	92.5
SVTR [9] 2024.11	96	-	97.1	91.5	85.2	89.9	91.7	92.3
SVTR 2024.11	95.9	-	95.5	92.4	83.9	85.7	93.1	91.3
S-GTR 2022.05	95.8	-	96.8	94.1	84.6	87.9	92.3	91.9
VisionLAN [42] 2024.11	95.8	-	95.7	91.7	83.7	86	88.5	91.2
TRBA† 2024.11	95.6	-	96.3	92.7	83.4	85.6	87.9	91.2
TRBA-cr† [54] 2024.11	95.5	-	97.4	94.6	87.1	90.1	91.3	92.9
SRN 2024.11	95.5	-	94.7	89.5	79.1	83.9	91.3	89.3
Ro.Scanner 2022.05	95.3	-	94.8	88.1	77.1	79.5	90.3	87.5
GIT 2022.05	95.3	-	97.3	95.2	83.7	89.9	96.2	92.9
RobustScanner [50] 2024.11	95.3	-	94.8	88.1	77.1	79.5	90.3	88.4
TRBA-pr* [1] 2024.11	94.9	-	94.2	92.4	84.8	82.8	87.9	90.7
TRBA-pr 2024.11	94.9	-	94.2	92.4	84.8	82.8	87.9	90.7
SRN 2022.05	94.8	-	95.5	91.5	82.7	85.1	87.8	89.6
SRN [49] 2024.11	94.8	-	95.5	91.5	82.7	85.1	87.8	90.4
SAM 2022.05	93.9	-	95.3	90.6	77.3	82.2	87.8	87.8
GIT 2022.05	92.9	-	94.2	91.5	78.2	87.1	95.5	89.9
CRNN 2024.11	90.8	-	91.8	83.8	71.8	70.4	80.9	83.1
CRNN-pr* [1] 2024.11	90.2	-	91.5	86.1	77.8	74.1	81.6	85.1
CRNN-pr 2024.11	90.2	-	91.5	86.1	77.8	74.1	81.6	85.1
CRNN-ViSu 2024.11	90	-	90.9	84.7	71.1	73.6	77.4	83
CRNN† 2024.11	88.8	-	90.3	82.7	69.5	69.3	76.7	81.4
CRNN [33] 2024.11	82.9	-	91.9	81.6	69.4	70	65.5	78.6
Ours 2025.03	78.4	-	76.2	91.3	85.8	88.2	77.4	82.9
Ours 2025.03	76.6	-	74.8	89.6	83	86.4	80.6	81.8
TextCtrl 2025.03	70	-	68.8	73.7	62.6	63.4	58.7	66.2
Ours (w/o Lcyc) 2025.03	61.2	-	61.2	66.8	53.8	46.4	44.8	55.7
MOSTEL 2025.03	48.2	-	40.6	41.1	34.4	21.6	35.1	36.8
PARSeq-S 2023.12	-	96.19	-	-	-	-	-	-
PARSeq-S 2023.12	-	96.24	-	-	-	-	-	-
PARSeq-S 2023.12	-	96.85	-	-	-	-	-	-
Prior SOTA 2022.05	-	93.8	-	-	-	-	-	-
GIT 2022.05	-	92.9	-	-	-	-	-	-
GIT2 2022.05	-	94.5	-	-	-	-	-	-