Referring Expression Comprehension
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
90.4Accuracy
354
Jul 7, 2026
94.33Accuracy
351
Jul 7, 2026
93.7Accuracy
348
Jul 7, 2026
92.2Accuracy
300
May 27, 2026
92.7Accuracy
300
Jul 7, 2026
86.9Accuracy
244
Jul 7, 2026
91.81Accuracy
216
Jul 7, 2026
91.46Accuracy
213
Jul 7, 2026
94.7Accuracy
172
Apr 10, 2026
85.6Accuracy
167
Apr 10, 2026
92.5Accuracy
160
Apr 10, 2026
89.37Precision
71
Feb 26, 2026
90.58Accuracy
57
Feb 26, 2026
92.83Top-1 Accuracy
49
Feb 26, 2026
79.3Top-1 Acc
47
Feb 26, 2026
92.3Average Accuracy
44
Apr 7, 2026
71.44Acc (Phrase)
30
Feb 26, 2026
100F1 (Landmark)
28
May 26, 2026
84.3Accuracy
21
Mar 10, 2026
72.56Accuracy
21
Feb 26, 2026
71.66Accuracy
21
Feb 26, 2026
66.54Unique Accuracy @ IoU=0.5
18
Apr 24, 2026
64.6Precision (F1=1, IoU>=0.5)
18
Feb 26, 2026
81.33Accuracy (Air, Seen Categories)
17
Apr 3, 2026
89.15Accuracy
17
Feb 26, 2026