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Referring Image Segmentation on RefCOCO (test A)

3,081mIoU

CAFT

Updated 2d ago

Evaluation Results

Method
CAFT 2026.02	3,081	-	-	-	-	-
FLAIR 2026.02	1,976	-	-	-	-	-
SaG 2026.02	1,900	-	-	-	-	-
MCLIP 2026.02	1,185	-	-	-	-	-
GViT 2026.02	616	-	-	-	-	-
DeRIS-L 2025.07	86.64	-	-	-	-	-
UniRef++-L 2023.12	83.48	-	82.21	-	-	-
GLaMM-7B 2025.07	83.2	-	-	-	-	-
C³VG-oIoU 2025.01	83.18	-	-	-	-	-
OneRef-L 2025.07	83.06	-	-	-	-	-
UniRef-L 2023.12	83.03	-	81.81	-	-	-
DeRIS-B 2025.07	82.97	-	-	-	-	-
C3VG 2025.07	82.93	-	-	-	-	-
C³VG 2025.01	82.93	-	-	-	-	-
VATEX_joint 2024.04	82.75	-	-	-	-	-
SAM4MLLM-8B 2025.07	82.7	-	-	-	-	-
VIPA 2026.02	82.63	-	80.56	-	-	-
UNINEXT-L 2025.01	82.6	-	-	-	-	-
DETRIS-L* 2025.01	81.9	-	-	-	-	-
OneRef 2025.01	81.86	-	-	-	-	-
UniRef++-R50 2023.12	81.29	-	78.75	-	-	-
Prompt-RIS 2025.07	81.21	-	-	-	-	-
Prompt-RIS 2025.01	81.21	-	-	-	-	-
EEVG 2025.07	80.87	-	-	-	-	-
EEVG 2025.01	80.87	-	-	-	-	-
UniRef-R50 2023.12	80.09	-	77.28	-	-	-
VIPA 2026.02	79.93	-	78.58	-	-	-
VATEX 2024.04	79.64	-	-	-	-	-
VATEX_RefCOCO 2024.04	79.64	-	-	-	-	-
EEVG 2026.02	79.27	-	-	-	-	-
SimVG-Seg 2025.07	79.14	-	-	-	-	-
LISA-7B+ 2025.07	79.1	-	-	-	-	-
LISA 2025.01	79.1	-	-	-	-	-
LISA-7B 2025.12	79.1	-	-	-	-	-
DETRIS-L 2025.01	79	-	-	-	-	-
GSVA 2025.01	78.9	-	-	-	-	-
GSVA-7B 2025.12	78.9	-	-	-	-	-
CGFormer 2025.07	78.7	-	-	-	-	-
CGFormer 2023.09	78.7	-	77.3	-	-	-
CGFormer 2026.02	78.7	-	77.3	-	-	-
PolyFormer-L 2025.07	78.49	-	-	-	-	-
PolyFormer-L 2023.02	78.49	-	78.29	-	-	-
PolyFormer-L 2023.12	78.49	-	-	-	-	-
PolyFormer-L* 2025.01	78.3	-	-	-	-	-
MagNet 2025.01	78.2	-	-	-	-	-
DETRIS-B 2025.01	78.2	-	-	-	-	-
DETRIS-B 2026.02	78.2	-	-	-	-	-
RISCLIP-B 2025.01	78	-	-	-	-	-
VG-LAW 2025.07	77.51	-	-	-	-	-
VG-LAW 2024.04	77.36	-	-	-	-	-
CGFormer 2025.01	77.3	-	-	-	-	-
PVD 2025.07	77.11	-	-	-	-	-
PVD 2025.01	77.11	-	-	-	-	-
DMMI 2025.01	77.1	-	-	-	-	-
PolyFormer-B 2023.02	77.09	-	76.64	-	-	-
PolyFormer-B 2024.04	77.09	-	-	-	-	-
PolyFormer 2025.01	77.09	-	-	-	-	-
PolyFormer-B 2026.02	77.09	-	76.64	-	-	-
OmniSegNet 2025.12	76.93	-	-	-	-	-
LAVT 2023.02	76.89	-	-	-	-	-
LAVT 2023.12	76.89	-	75.82	-	-	-
LAVT 2024.04	76.89	-	-	-	-	-
LAVT 2025.01	76.89	-	-	-	-	-
LQMFormer 2025.12	76.82	-	-	-	-	-
RefTr 2023.02	76.77	-	-	-	-	-
RefTr 2023.12	76.77	-	-	-	-	-
RefTR 2024.04	76.77	-	-	-	-	-
ReMamber 2025.01	76.7	-	-	-	-	-
LISA-7B 2024.04	76.5	-	-	-	-	-
ReLA (2023b) 2025.01	76.5	-	-	-	-	-
ReLA (2023a) 2025.01	76.5	-	-	-	-	-
LISA-7B 2025.01	76.5	-	-	-	-	-
PixelLM-7B 2025.12	76.5	-	-	-	-	-
ReLA 2025.01	76.48	-	-	-	-	-
ReLA 2025.12	76.48	-	-	-	-	-
VLT 2024.04	75.96	-	-	-	-	-
BarLeRIA 2025.01	75.9	-	-	-	-	-
LAVT 2025.12	75.82	-	-	-	-	-
LAVT+ 2024.10	75.8	-	-	-	-	-
LAVT 2025.01	75.8	-	-	-	-	-
Oracle 2024.10	75.3	-	-	-	-	-
CM-MaskSD 2024.04	75.21	-	-	-	-	-
DIT 2025.12	74.51	-	-	-	-	-
ETRIS 2025.01	73.5	-	-	-	-	-
SeqTR 2023.02	73.31	-	-	-	-	-
SeqTR 2023.12	73.31	-	-	-	-	-
SeqTR 2024.04	73.31	-	-	-	-	-
SeqTR 2025.01	73.31	-	-	-	-	-
CRIS 2025.01	73.2	-	-	-	-	-
CRIS 2021.11	73.18	-	-	-	-	-
CRIS 2023.02	73.18	-	-	-	-	-
CRIS 2023.12	73.18	-	-	-	-	-
CRIS 2024.04	73.18	-	-	-	-	-
CRIS 2025.01	73.18	-	-	-	-	-
CRIS 2021.11	72.72	-	-	-	-	-
MaIL 2021.11	71.71	-	-	-	-	-
MaIL 2021.11	71.31	-	-	-	-	-
RESTR 2025.01	69.3	-	-	-	-	-
JRNet 2021.11	68.56	-	-	-	-	-
VLT 2021.11	68.29	-	-	-	-	-

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