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Models/VRS-HQ (Chat-UniVi-13B)

VRS-HQ (Chat-UniVi-13B)

Reported on 20 benchmarks across 4 tasks · 1 paper · 18 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision20 results

VideoonReVOS
F· 2025-01-15
62.5
SOTA
The Devil is in Temporal Token: High Quality Video Reasoning Segmentation arXiv:2501.08549
VideoonReVOS
J· 2025-01-15
57.6
SOTA
The Devil is in Temporal Token: High Quality Video Reasoning Segmentation arXiv:2501.08549
VideoonReVOS
J&F· 2025-01-15
60
SOTA
The Devil is in Temporal Token: High Quality Video Reasoning Segmentation arXiv:2501.08549
VideoonMeViS
F· 2025-01-15
53.7
best: 56.7 (MPG-SAM 2)
SOTA
The Devil is in Temporal Token: High Quality Video Reasoning Segmentation arXiv:2501.08549
VideoonMeViS
J· 2025-01-15
48
best: 50.7 (MPG-SAM 2)
SOTA
The Devil is in Temporal Token: High Quality Video Reasoning Segmentation arXiv:2501.08549
VideoonMeViS
J&F· 2025-01-15
50.9
best: 53.7 (MPG-SAM 2)
SOTA
The Devil is in Temporal Token: High Quality Video Reasoning Segmentation arXiv:2501.08549
Instance SegmentationonRefer-YouTube-VOS (2021 public validation)
F· 2025-01-15
73.1
best: 76.1 (MPG-SAM 2)
SOTA
The Devil is in Temporal Token: High Quality Video Reasoning Segmentation arXiv:2501.08549
Instance SegmentationonRefer-YouTube-VOS (2021 public validation)
J· 2025-01-15
69
best: 71.7 (MPG-SAM 2)
SOTA
The Devil is in Temporal Token: High Quality Video Reasoning Segmentation arXiv:2501.08549
Instance SegmentationonRefer-YouTube-VOS (2021 public validation)
J&F· 2025-01-15
71
best: 73.9 (MPG-SAM 2)
SOTA
The Devil is in Temporal Token: High Quality Video Reasoning Segmentation arXiv:2501.08549
Video Object SegmentationonReVOS
F· 2025-01-15
62.5
SOTA
The Devil is in Temporal Token: High Quality Video Reasoning Segmentation arXiv:2501.08549
Video Object SegmentationonReVOS
J· 2025-01-15
57.6
SOTA
The Devil is in Temporal Token: High Quality Video Reasoning Segmentation arXiv:2501.08549
Video Object SegmentationonReVOS
J&F· 2025-01-15
60
SOTA
The Devil is in Temporal Token: High Quality Video Reasoning Segmentation arXiv:2501.08549
Video Object SegmentationonMeViS
F· 2025-01-15
53.7
best: 56.7 (MPG-SAM 2)
SOTA
The Devil is in Temporal Token: High Quality Video Reasoning Segmentation arXiv:2501.08549
Video Object SegmentationonMeViS
J· 2025-01-15
48
best: 50.7 (MPG-SAM 2)
SOTA
The Devil is in Temporal Token: High Quality Video Reasoning Segmentation arXiv:2501.08549
Video Object SegmentationonMeViS
J&F· 2025-01-15
50.9
best: 53.7 (MPG-SAM 2)
SOTA
The Devil is in Temporal Token: High Quality Video Reasoning Segmentation arXiv:2501.08549
Referring Expression SegmentationonRefer-YouTube-VOS (2021 public validation)
F· 2025-01-15
73.1
best: 76.1 (MPG-SAM 2)
SOTA
The Devil is in Temporal Token: High Quality Video Reasoning Segmentation arXiv:2501.08549
Referring Expression SegmentationonRefer-YouTube-VOS (2021 public validation)
J· 2025-01-15
69
best: 71.7 (MPG-SAM 2)
SOTA
The Devil is in Temporal Token: High Quality Video Reasoning Segmentation arXiv:2501.08549
Referring Expression SegmentationonRefer-YouTube-VOS (2021 public validation)
J&F· 2025-01-15
71
best: 73.9 (MPG-SAM 2)
SOTA
The Devil is in Temporal Token: High Quality Video Reasoning Segmentation arXiv:2501.08549
VideoonReVOS
R· 2025-01-15
18.9
best: 19.7 (VRS-HQ (Chat-UniVi-7B))
The Devil is in Temporal Token: High Quality Video Reasoning Segmentation arXiv:2501.08549
Video Object SegmentationonReVOS
R· 2025-01-15
18.9
best: 19.7 (VRS-HQ (Chat-UniVi-7B))
The Devil is in Temporal Token: High Quality Video Reasoning Segmentation arXiv:2501.08549