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Referring Video Object Segmentation on MeViS (val)

0.633J&F Score

Molmo2-4B

Updated 3d ago

Evaluation Results

Method
Molmo2-4B 2026.01	0.633	-	-
Molmo2-8B 2026.01	0.623	-	-
Molmo2-O-7B 2026.01	0.584	-	-
VideoMolmo-7B 2026.01	0.539	-	-
FindTrack++ 2025.03	0.532	0.505	0.559
FindTrack++ 2025.03	0.521	0.494	0.549
VideoLoom 2026.01	0.517	-	-
GLUS 2025.04	0.513	0.485	0.542
GLUS 2026.01	0.513	-	-
VRS-HQ 2025.01	0.509	0.48	0.537
VRS-HQ 2026.01	0.509	-	-
VRS-HQ 2025.01	0.506	0.476	0.537
VRS-HQ 2026.01	0.506	-	-
GLUS 2025.04	0.503	0.475	0.532
SAMWISE 2025.03	0.495	0.466	0.524
ViLLa 2026.01	0.494	-	-
DMVS 2025.03	0.486	0.442	0.529
SSA 2025.03	0.486	0.44	0.532
FindTrack 2025.03	0.482	0.456	0.507
DsHmp + MTCM 2025.01	0.476	0.441	0.511
VideoChat-TPO 2025.01	0.47	-	-
FindTrack 2025.03	0.47	0.443	0.497
Sa2VA-8B 2026.01	0.469	-	-
Molmo + SAM 2 2026.01	0.469	-	-
Sa2VA 2026.01	0.469	-	-
DsHmp 2025.03	0.464	0.43	0.498
DsHmp 2024.04	0.464	0.43	0.498
DsHmp 2024.05	0.464	0.43	0.498
DsHmp 2024.05	0.464	0.43	0.498
DsHmp 2025.01	0.464	0.43	0.498
DsHmp 2025.04	0.464	0.43	0.498
VLP-RVOS 2024.05	0.454	0.42	0.488
VideoGLaMM 2025.04	0.452	0.421	0.482
VideoGLaMM 2026.01	0.452	-	-
VLP-RVOS 2024.05	0.446	0.413	0.48
ReLA 2026.01	0.446	0.417	0.475
VISA 2025.01	0.445	0.418	0.471
VISA 2025.04	0.445	0.418	0.471
VideoLISA 2025.01	0.444	-	-
VideoLISA-3.8B 2024.09	0.444	0.413	0.476
VideoLISA 2025.01	0.444	0.413	0.476
VideoLISA 2025.04	0.444	0.413	0.476
VideoLISA 2026.01	0.444	-	-
VISA 2025.01	0.435	0.407	0.463
VISA 2025.04	0.435	0.407	0.463
VISA 2026.01	0.435	-	-
MABP 2024.05	0.434	0.399	0.469
HTR 2024.03	0.427	0.399	0.455
HTR 2024.05	0.427	0.399	0.455
Gemini 3 Pro 2026.01	0.425	-	-
VideoLISA-3.8B 2024.09	0.423	0.394	0.452
LMPM + MTCM 2025.01	0.423	0.384	0.464
TrackGPT 2025.01	0.412	0.392	0.431
TrackGPT 2025.04	0.412	0.392	0.431
Gemini 2.5 Pro 2026.01	0.407	-	-
TrackGPT 2025.01	0.401	0.376	0.426
TrackGPT 2025.04	0.401	0.376	0.426
TrackGPT 2026.01	0.401	-	-
LISA 2025.01	0.379	0.358	0.4
LISA 2025.04	0.379	0.358	0.4
LMPM 2024.04	0.372	0.342	0.402
LMPM 2024.05	0.372	0.342	0.402
LMPM 2024.09	0.372	0.342	0.402
LMPM 2024.03	0.372	0.342	0.402
LMPM 2024.05	0.372	0.342	0.402
LMPM 2025.01	0.372	0.342	0.402
LMPM 2025.01	0.372	0.342	0.402
LISA 2025.01	0.372	0.351	0.394
LMPM 2025.04	0.372	0.342	0.402
LISA 2025.04	0.372	0.351	0.394
LMPM 2026.01	0.372	0.342	0.402
Sa2VA-Qwen3-VL-4B 2026.01	0.367	-	-
VLT+TC 2025.03	0.355	0.336	0.373
VLT+TC 2024.04	0.355	0.336	0.373
VLT+TC 2024.05	0.355	0.336	0.373
VLT+TC 2024.09	0.355	0.336	0.373
VLT+TC 2024.03	0.355	0.336	0.373
VLT+TC 2024.05	0.355	0.336	0.373
VLT + TC 2025.01	0.355	0.336	0.373
VLT 2026.01	0.355	0.336	0.373
Qwen3-VL-8B 2026.01	0.351	-	-
InternVideo2.5 2025.01	0.32	-	-
UniVTG 2025.01	0.31	-	-
ReferFormer 2025.03	0.31	0.298	0.322
ReferFormer 2024.04	0.31	0.298	0.322
ReferFormer 2024.05	0.31	0.298	0.322
ReferFormer 2024.09	0.31	0.298	0.322
ReferFormer 2024.03	0.31	0.298	0.322
ReferFormer 2024.05	0.31	0.298	0.322
ReferFormer 2025.01	0.31	0.298	0.322
ReferFormer 2025.01	0.31	0.298	0.322
ReferFormer 2025.04	0.31	0.298	0.322
ReferFormer 2026.01	0.31	0.298	0.322
MTTR 2024.04	0.3	0.288	0.312
MTTR 2024.05	0.3	0.288	0.312
MTTR 2024.09	0.3	0.288	0.312
MTTR 2024.03	0.3	0.288	0.312
MTTR 2024.05	0.3	0.288	0.312
MTTR 2025.01	0.3	0.288	0.312
MTTR 2025.01	0.3	0.288	0.312

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