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Referring Image Segmentation on RefCOCO+ (val)

81.28mIoU

DeRIS-L

Updated 1mo ago

Evaluation Results

Method
DeRIS-L 2025.07	81.28	-	-	-	-	-	-	-
DeRIS-L (published) 2026.06	81.28	-	-	-	-	-	-	-
DeRIS-L (reproduced) 2026.06	81.12	-	-	-	-	-	-	-
Venice-H1 2026.06	81.12	-	-	-	-	-	-	0
C3VG 2025.07	77.05	-	-	-	-	-	-	-
C³VG 2025.01	77.05	-	-	-	-	-	-	-
C3VG 2026.06	77.05	-	-	-	-	-	-	-
OneRef-L 2025.07	76.6	-	-	-	-	-	-	-
OneRef-L 2026.06	76.6	-	-	-	-	-	-	-
DeRIS-B 2025.07	75.62	-	-	-	-	-	-	-
DeRIS-B 2026.06	75.62	-	-	-	-	-	-	-
OneRef 2025.01	74.68	-	-	-	-	-	-	-
C³VG-oIoU 2025.01	74.68	-	-	-	-	-	-	-
VATEX 2024.04	74.61	-	-	-	-	-	-	-
VATEX_joint 2024.04	74.61	-	-	-	-	-	-	-
SAM4MLLM-8B 2025.07	74.6	-	-	-	-	-	-	-
PPCR 2026.03	74.34	-	72.5	-	-	-	-	-
UniRef++-L 2023.12	74.02	-	68.43	-	-	-	-	-
UniRef-L 2023.12	73.81	-	69.26	-	-	-	-	-
GLaMM 2026.03	73.76	-	72.1	-	-	-	-	-
SegLLM 2026.03	73.7	-	70.78	-	-	-	-	-
VIPA 2026.02	73.69	-	70.15	-	-	-	-	-
Oracle 2024.10	73.1	-	-	-	-	-	-	-
HIPIE 2024.04	73	-	-	-	-	-	-	-
GLaMM-7B 2025.07	72.6	-	-	-	-	-	-	-
UNINEXT-H 2024.04	72.5	-	-	-	-	-	-	-
CMIRNet 2026.03	72.5	-	69.82	-	-	-	-	-
SimVG-Seg 2025.07	72.21	-	-	-	-	-	-	-
SimVG-Seg 2026.06	72.21	-	-	-	-	-	-	-
PolyFormer-L 2025.07	72.15	-	-	-	-	-	-	-
PolyFormer-L 2023.02	72.15	-	69.33	-	-	-	-	-
PolyFormer-L 2023.12	72.15	-	-	-	-	-	-	-
EEVG 2025.07	71.86	-	-	-	-	-	-	-
EEVG 2025.01	71.86	-	-	-	-	-	-	-
HeROD-G 2026.03	71.52	-	-	-	-	-	-	-
AML 2026.02	71.33	-	67.37	-	-	-	-	-
Prompt-RIS 2025.07	71.13	-	-	-	-	-	-	-
Prompt-RIS 2025.01	71.13	-	-	-	-	-	-	-
PolyFormer-B 2023.02	70.65	-	67.64	-	-	-	-	-
PolyFormer-B 2024.04	70.65	-	-	-	-	-	-	-
PolyFormer 2025.01	70.65	-	-	-	-	-	-	-
PolyFormer-B 2026.02	70.65	-	67.64	-	-	-	-	-
VIPA 2026.02	70.42	-	66.91	-	-	-	-	-
MagNet 2026.02	70.1	-	66.16	-	-	-	-	-
TALENT 2026.04	70.1	-	66.9	-	-	-	-	-
VATEX 2024.04	70.02	-	-	-	-	-	-	-
VATEX 2024.04	70.02	-	-	-	-	-	-	-
VATEX_RefCOCO+ 2024.04	70.02	-	-	-	-	-	-	-
UniRef++-R50 2023.12	69.53	-	63.29	-	-	-	-	-
CARIS* 2026.02	69.33	-	65.54	-	-	-	-	-
RISCLIP 2026.04	69.2	-	65.5	-	-	-	-	-
UniRef-R50 2023.12	69.09	-	63.25	-	-	-	-	-
EEVG 2026.02	69.04	-	-	-	-	-	-	-
DETRIS-B 2026.02	68.9	-	-	-	-	-	-	-
DETRIS 2026.04	68.9	-	-	-	-	-	-	-
PGBD 2026.02	68.82	-	65.27	-	-	-	-	-
CGFormer 2025.07	68.56	-	-	-	-	-	-	-
CGFormer 2023.09	68.56	-	64.54	-	-	-	-	-
CGFormer 2026.02	68.56	-	64.54	-	-	-	-	-
CGFormer 2026.02	68.56	-	64.54	-	-	-	-	-
DETRIS* 2026.02	68.47	-	65.39	-	-	-	-	-
PolyFormer-B 2025.10	67.6	-	-	-	-	-	-	-
SAMWISE 2024.11	67.1	-	-	-	-	-	-	-
RefTr 2023.02	66.75	-	-	-	-	-	-	-
RefTr 2023.12	66.75	-	-	-	-	-	-	-
RefTR 2024.04	66.75	-	-	-	-	-	-	-
VG-LAW 2025.07	66.63	-	-	-	-	-	-	-
VG-LAW 2024.04	66.61	-	-	-	-	-	-	-
PixelLM-7B 2025.12	66.3	-	-	-	-	-	-	-
PixelLM-7B 2025.10	66.3	-	-	-	-	-	-	-
MagNet 2024.11	66.2	-	-	-	-	-	-	-
CoupAlign 2026.03	66.17	-	62.92	-	-	-	-	-
ReLA 2025.01	66.04	-	-	-	-	-	-	-
ReLA 2025.12	66.04	-	-	-	-	-	-	-
ETOG 2026.04	66	-	62.3	-	-	-	-	-
OmniSegNet 2025.12	65.95	-	-	-	-	-	-	-
LQMFormer 2025.12	65.91	-	-	-	-	-	-	-
GSVA 2025.01	65.9	-	-	-	-	-	-	-
GSVA-7B 2025.12	65.9	-	-	-	-	-	-	-
LAVT 2023.02	65.81	-	-	-	-	-	-	-
LAVT 2023.12	65.81	-	62.14	-	-	-	-	-
LAVT 2024.04	65.81	-	-	-	-	-	-	-
LAVT 2025.01	65.81	-	-	-	-	-	-	-
LAVT 2026.02	65.81	-	62.14	-	-	-	-	-
LAVT 2026.03	65.81	-	62.14	-	-	-	-	-
LAVT 2026.06	65.81	-	-	-	-	-	-	-
LAVT+ 2024.10	65.8	-	-	-	-	-	-	-
OMG-LLAVA 2025.10	65.6	-	-	-	-	-	-	-
Ming-Flash-Omni 2025.10	65.2	-	-	-	-	-	-	-
LISA-7B+ 2025.07	65.1	-	-	-	-	-	-	-
LISA-7B 2024.04	65.1	-	-	-	-	-	-	-
LISA 2025.01	65.1	-	-	-	-	-	-	-
LISA-7B 2025.12	65.1	-	-	-	-	-	-	-
BarLeRIa 2026.02	65	-	-	-	-	-	-	-
BarLeRIa 2026.04	65	-	-	-	-	-	-	-
CM-MaskSD 2024.04	64.47	-	-	-	-	-	-	-
VLT 2024.04	63.53	-	-	-	-	-	-	-
PVD 2025.07	63.38	-	-	-	-	-	-	-
PVD 2025.01	63.38	-	-	-	-	-	-	-
SeqTR 2023.02	63.04	-	-	-	-	-	-	-

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