Our new X account is live! Follow @wizwand_team for updates

Referring Image Segmentation on RefCOCO+ (val)

81.28mIoU

DeRIS-L

Updated 2d ago

Evaluation Results

Method
DeRIS-L 2025.07	81.28	-	-	-	-	-
C3VG 2025.07	77.05	-	-	-	-	-
C³VG 2025.01	77.05	-	-	-	-	-
OneRef-L 2025.07	76.6	-	-	-	-	-
DeRIS-B 2025.07	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	-	-	-	-	-
UniRef++-L 2023.12	74.02	-	68.43	-	-	-
UniRef-L 2023.12	73.81	-	69.26	-	-	-
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	-	-	-	-	-
SimVG-Seg 2025.07	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	-	-	-	-	-
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	-	-	-
VATEX 2024.04	70.02	-	-	-	-	-
VATEX 2024.04	70.02	-	-	-	-	-
VATEX_RefCOCO+ 2024.04	70.02	-	-	-	-	-
UniRef++-R50 2023.12	69.53	-	63.29	-	-	-
UniRef-R50 2023.12	69.09	-	63.25	-	-	-
EEVG 2026.02	69.04	-	-	-	-	-
DETRIS-B 2026.02	68.9	-	-	-	-	-
CGFormer 2025.07	68.56	-	-	-	-	-
CGFormer 2023.09	68.56	-	64.54	-	-	-
CGFormer 2026.02	68.56	-	64.54	-	-	-
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	-	-	-	-	-
MagNet 2024.11	66.2	-	-	-	-	-
ReLA 2025.01	66.04	-	-	-	-	-
ReLA 2025.12	66.04	-	-	-	-	-
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+ 2024.10	65.8	-	-	-	-	-
LISA-7B+ 2025.07	65.1	-	-	-	-	-
LISA-7B 2024.04	65.1	-	-	-	-	-
LISA 2025.01	65.1	-	-	-	-	-
LISA-7B 2025.12	65.1	-	-	-	-	-
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	-	-	-	-	-
SeqTR 2023.12	63.04	-	-	-	-	-
SeqTR 2024.04	63.04	-	-	-	-	-
SeqTR 2025.01	63.04	-	-	-	-	-
CRIS 2023.02	62.27	-	-	-	-	-
CRIS 2023.09	62.27	-	-	-	-	-
CRIS 2023.12	62.27	-	-	-	-	-
CRIS 2024.04	62.27	-	-	-	-	-
CRIS 2025.01	62.27	-	-	-	-	-
LAVT 2025.12	62.14	-	-	-	-	-
DIT 2025.12	59.97	-	-	-	-	-
VISA 2024.11	59.8	-	-	-	-	-
Grounded-SAM 2024.04	58.96	-	-	-	-	-
VLT 2023.02	55.5	-	-	-	-	-
VLT 2023.09	55.5	-	-	-	-	-
VLT 2023.12	55.5	-	-	-	-	-
LTS 2023.09	54.21	-	-	-	-	-
CGAN 2023.09	51.03	-	-	-	-	-
MCN 2023.09	50.62	-	-	-	-	-
MCN 2025.01	50.62	-	-	-	-	-
Hu et al. 2024.04	48.17	-	-	-	-	-
PCNet_S 2024.10	47.9	-	-	-	-	-
PPT 2024.04	45.34	-	-	-	-	-
PPT 2024.10	45.3	-	-	-	-	-
CLIP 2024.10	39.2	-	-	-	-	-
DMN 2023.09	38.88	-	-	-	-	-
DMN 2024.04	38.88	-	-	-	-	-
SAG 2024.10	35.5	-	-	-	-	-
TRIS 2024.10	31.6	-	-	-	-	-
Chunk 2024.04	31.28	-	-	-	-	-
TRIS 2024.04	30.9	-	-	-	-	-
RMI 2024.04	29.91	-	-	-	-	-
PCNet_S 2024.10	29.2	-	-	-	-	58.7

Showing 100 of 354 rows