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Image to Video Generation > Open-Domain Subject-to-Video
OpenS2V-Eval
Wan2.1-VACE-1.3B-Preview
https://arxiv.org/abs/2503.07598v1
Venue
Open-Source
Image to Video Generation > Open-Domain Subject-to-Video
OpenS2V-Eval
Wan2.1-VACE-1.3B-Preview
https://arxiv.org/abs/2503.07598v1
Aesthetics
0.4727
Image to Video Generation > Open-Domain Subject-to-Video
OpenS2V-Eval
Wan2.1-VACE-1.3B-Preview
https://arxiv.org/abs/2503.07598v1
Motion
0.1203
Image to Video Generation > Open-Domain Subject-to-Video
OpenS2V-Eval
Wan2.1-VACE-1.3B-Preview
https://arxiv.org/abs/2503.07598v1
FaceSim
0.1658
Image to Video Generation > Open-Domain Subject-to-Video
OpenS2V-Eval
Wan2.1-VACE-1.3B-Preview
https://arxiv.org/abs/2503.07598v1
GmeScore
0.7138
Image to Video Generation > Open-Domain Subject-to-Video
OpenS2V-Eval
Wan2.1-VACE-1.3B-Preview
https://arxiv.org/abs/2503.07598v1
NexusScore
0.4004
Image to Video Generation > Open-Domain Subject-to-Video
OpenS2V-Eval
Wan2.1-VACE-1.3B-Preview
https://arxiv.org/abs/2503.07598v1
NaturalScore
0.7056
Emotion Interpretation
EIBench (complex)
ChatGPT-4o
https://arxiv.org/abs/2504.07521v2
Recall
39.27
Emotion Interpretation
EIBench (complex)
LLaVA-NEXT (13B)
https://arxiv.org/abs/2504.07521v2
Recall
39.16
Emotion Interpretation
EIBench (complex)
LLaVA-NEXT (7B)
https://arxiv.org/abs/2504.07521v2
Recall
38.71
Emotion Interpretation
EIBench (complex)
LLaVA-1.5 (13B)
https://arxiv.org/abs/2504.07521v2
Recall
38.1
Emotion Interpretation
EIBench (complex)
LLaVA-NEXT (34B)
https://arxiv.org/abs/2504.07521v2
Recall
35.37
Emotion Interpretation
EIBench (complex)
MiniGPT-v2
https://arxiv.org/abs/2504.07521v2
Recall
35.1
Emotion Interpretation
EIBench (complex)
Video-LLaVA
https://arxiv.org/abs/2504.07521v2
Recall
30.9
Emotion Interpretation
EIBench (complex)
ChatGPT-4V
https://arxiv.org/abs/2504.07521v2
Recall
28
Emotion Interpretation
EIBench (complex)
Otter
https://arxiv.org/abs/2504.07521v2
Recall
27.9
Emotion Interpretation
EIBench (complex)
Claude-3-haiku
https://arxiv.org/abs/2504.07521v2
Recall
24
Emotion Interpretation
EIBench (complex)
Qwen-VL-Chat
https://arxiv.org/abs/2504.07521v2
Recall
22
Emotion Interpretation
EIBench (complex)
Claude-3-sonnet
https://arxiv.org/abs/2504.07521v2
Recall
21.37
Emotion Interpretation
EIBench (complex)
Qwen-vl-plus
https://arxiv.org/abs/2504.07521v2
Recall
20.37
Emotion Interpretation
EIBench
Claude-3-haiku
https://arxiv.org/abs/2504.07521v2
Recall
63.24
Emotion Interpretation
EIBench
LLaVA-1.5 (13B)
https://arxiv.org/abs/2504.07521v2
Recall
54.37
Emotion Interpretation
EIBench
LLaVA-NEXT (13B)
https://arxiv.org/abs/2504.07521v2
Recall
54.33
Emotion Interpretation
EIBench
Claude-3-sonnet
https://arxiv.org/abs/2504.07521v2
Recall
54.1
Emotion Interpretation
EIBench
LLaVA-NEXT (7B)
https://arxiv.org/abs/2504.07521v2
Recall
53.82
Emotion Interpretation
EIBench
MiniGPT-v2
https://arxiv.org/abs/2504.07521v2
Recall
52.89
Emotion Interpretation
EIBench
ChatGPT-4o
https://arxiv.org/abs/2504.07521v2
Recall
49.99
Emotion Interpretation
EIBench
Video-LLaVA
https://arxiv.org/abs/2504.07521v2
Recall
49.26
Emotion Interpretation
EIBench
LLaVA-NEXT (34B)
https://arxiv.org/abs/2504.07521v2
Recall
49.03
Emotion Interpretation
EIBench
ChatGPT-4V
https://arxiv.org/abs/2504.07521v2
Recall
46.86
Emotion Interpretation
EIBench
Otter
https://arxiv.org/abs/2504.07521v2
Recall
42.81
Emotion Interpretation
EIBench
Qwen-vl-plus
https://arxiv.org/abs/2504.07521v2
Recall
31
Emotion Interpretation
EIBench
Qwen-VL-Chat
https://arxiv.org/abs/2504.07521v2
Recall
26.45
Lidar Scene Completion
SemanticKITTI
LiDiff (refined)
https://arxiv.org/abs/2403.13470v1
JSD BEV
0.416
Lidar Scene Completion
SemanticKITTI
LiDiff (refined)
https://arxiv.org/abs/2403.13470v1
JSD 3D
0.573
Lidar Scene Completion
SemanticKITTI
LiDiff (refined)
https://arxiv.org/abs/2403.13470v1
Voxel IoU 0.5m
32.43
Lidar Scene Completion
SemanticKITTI
LiDiff (refined)
https://arxiv.org/abs/2403.13470v1
Voxel IoU 0.2m
22.99
Lidar Scene Completion
SemanticKITTI
LiDiff (refined)
https://arxiv.org/abs/2403.13470v1
Voxel IoU 0.1m
13.40
Lidar Scene Completion
SemanticKITTI
LiDiff (refined)
https://arxiv.org/abs/2403.13470v1
Chamfer Distance
0.376
Lidar Scene Completion
SemanticKITTI
LiDPM (refined)
https://arxiv.org/abs/2504.17791v1
JSD BEV
0.403
Lidar Scene Completion
SemanticKITTI
LiDPM (refined)
https://arxiv.org/abs/2504.17791v1
JSD 3D
0.542
Lidar Scene Completion
SemanticKITTI
LiDPM (refined)
https://arxiv.org/abs/2504.17791v1
Voxel IoU 0.5m
36.59
Lidar Scene Completion
SemanticKITTI
LiDPM (refined)
https://arxiv.org/abs/2504.17791v1
Voxel IoU 0.2m
25.76
Lidar Scene Completion
SemanticKITTI
LiDPM (refined)
https://arxiv.org/abs/2504.17791v1
Voxel IoU 0.1m
14.93
Lidar Scene Completion
SemanticKITTI
LiDPM (refined)
https://arxiv.org/abs/2504.17791v1
Chamfer Distance
0.377
Lidar Scene Completion
SemanticKITTI
LiDiff
https://arxiv.org/abs/2403.13470v1
JSD BEV
0.444
Lidar Scene Completion
SemanticKITTI
LiDiff
https://arxiv.org/abs/2403.13470v1
JSD 3D
0.564
Lidar Scene Completion
SemanticKITTI
LiDiff
https://arxiv.org/abs/2403.13470v1
Voxel IoU 0.5m
31.47
Lidar Scene Completion
SemanticKITTI
LiDiff
https://arxiv.org/abs/2403.13470v1
Voxel IoU 0.2m
16.79
Lidar Scene Completion
SemanticKITTI
LiDiff
https://arxiv.org/abs/2403.13470v1
Voxel IoU 0.1m
4.67
Lidar Scene Completion
SemanticKITTI
LiDiff
https://arxiv.org/abs/2403.13470v1
Chamfer Distance
0.434
Lidar Scene Completion
SemanticKITTI
LiDPM
https://arxiv.org/abs/2504.17791v1
JSD BEV
0.440
Lidar Scene Completion
SemanticKITTI
LiDPM
https://arxiv.org/abs/2504.17791v1
JSD 3D
0.532
Lidar Scene Completion
SemanticKITTI
LiDPM
https://arxiv.org/abs/2504.17791v1
Voxel IoU 0.5m
34.09
Lidar Scene Completion
SemanticKITTI
LiDPM
https://arxiv.org/abs/2504.17791v1
Voxel IoU 0.2m
19.45
Lidar Scene Completion
SemanticKITTI
LiDPM
https://arxiv.org/abs/2504.17791v1
Voxel IoU 0.1m
6.27
Lidar Scene Completion
SemanticKITTI
LiDPM
https://arxiv.org/abs/2504.17791v1
Chamfer Distance
0.446
AMR Graph Similarity
Benchmark for AMR Metrics based on Overt Objectives
ancast
https://aclanthology.org/2024.lrec-main.94/
Pearson’s ρ (amean)
59.95
AMR Graph Similarity
Benchmark for AMR Metrics based on Overt Objectives
WWLKΘ
https://arxiv.org/abs/2108.11949v1
Pearson’s ρ (amean)
54.90
AMR Graph Similarity
Benchmark for AMR Metrics based on Overt Objectives
S2MATCH
https://arxiv.org/abs/2108.11949v1
Pearson’s ρ (amean)
52.22
AMR Graph Similarity
Benchmark for AMR Metrics based on Overt Objectives
S2MATCH
https://arxiv.org/abs/2108.11949v1
Spearman Correlation
50.89
AMR Graph Similarity
Benchmark for AMR Metrics based on Overt Objectives
SMATCH
https://arxiv.org/abs/2108.11949v1
Pearson’s ρ (amean)
51.28
AMR Graph Similarity
Benchmark for AMR Metrics based on Overt Objectives
SMATCH
https://arxiv.org/abs/2108.11949v1
Spearman Correlation
50.44
AMR Graph Similarity
Benchmark for AMR Metrics based on Overt Objectives
WLK
https://arxiv.org/abs/2108.11949v1
Pearson’s ρ (amean)
50.44
AMR Graph Similarity
Benchmark for AMR Metrics based on Overt Objectives
WLK
https://arxiv.org/abs/2108.11949v1
Spearman Correlation
49.64
AMR Graph Similarity
Benchmark for AMR Metrics based on Overt Objectives
SEMA
https://arxiv.org/abs/2108.11949v1
Pearson’s ρ (amean)
46.29
AMR Graph Similarity
Benchmark for AMR Metrics based on Overt Objectives
SEMBLEU, k=4
https://arxiv.org/abs/2108.11949v1
Pearson’s ρ (amean)
46.15
AMR Graph Similarity
Benchmark for AMR Metrics based on Overt Objectives
WWLK
https://arxiv.org/abs/2108.11949v1
Pearson’s ρ (amean)
45.30
AMR Graph Similarity
Benchmark for AMR Metrics based on Overt Objectives
rematch
null
Spearman Correlation
50.59
Indoor Localization > Indoor Localization (3-DoF Pose: X, Y, Yaw)
Structured3D (perspective, furnished)
SPVLoc
https://arxiv.org/abs/2404.10527v2
<1m median translation error (cm)
12.86
Indoor Localization > Indoor Localization (3-DoF Pose: X, Y, Yaw)
Structured3D (perspective, furnished)
SPVLoc
https://arxiv.org/abs/2404.10527v2
<1m median rotation error (deg)
1.26
Indoor Localization > Indoor Localization (3-DoF Pose: X, Y, Yaw)
Structured3D (perspective, furnished)
SPVLoc
https://arxiv.org/abs/2404.10527v2
Recall 10cm (%)
30.55
Indoor Localization > Indoor Localization (3-DoF Pose: X, Y, Yaw)
Structured3D (perspective, furnished)
SPVLoc
https://arxiv.org/abs/2404.10527v2
Recall 50cm (%)
81.58
Indoor Localization > Indoor Localization (3-DoF Pose: X, Y, Yaw)
Structured3D (perspective, furnished)
SPVLoc
https://arxiv.org/abs/2404.10527v2
Recall 1m (%)
84.5
Indoor Localization > Indoor Localization (3-DoF Pose: X, Y, Yaw)
Structured3D (perspective, furnished)
SPVLoc
https://arxiv.org/abs/2404.10527v2
Recall 1m 30 deg (%)
84.2
Indoor Localization > Indoor Localization (3-DoF Pose: X, Y, Yaw)
Structured3D (perspective, emtpy)
SPVLoc
https://arxiv.org/abs/2404.10527v2
<1m median translation error (cm)
11.7
Indoor Localization > Indoor Localization (3-DoF Pose: X, Y, Yaw)
Structured3D (perspective, emtpy)
SPVLoc
https://arxiv.org/abs/2404.10527v2
<1m median rotation error (deg)
1.14
Indoor Localization > Indoor Localization (3-DoF Pose: X, Y, Yaw)
Structured3D (perspective, emtpy)
SPVLoc
https://arxiv.org/abs/2404.10527v2
Recall 10cm (%)
35.99
Indoor Localization > Indoor Localization (3-DoF Pose: X, Y, Yaw)
Structured3D (perspective, emtpy)
SPVLoc
https://arxiv.org/abs/2404.10527v2
Recall 50cm (%)
84.06
Indoor Localization > Indoor Localization (3-DoF Pose: X, Y, Yaw)
Structured3D (perspective, emtpy)
SPVLoc
https://arxiv.org/abs/2404.10527v2
Recall 1m (%)
86.73
Indoor Localization > Indoor Localization (3-DoF Pose: X, Y, Yaw)
Structured3D (perspective, emtpy)
SPVLoc
https://arxiv.org/abs/2404.10527v2
Recall 1m 30 deg (%)
86.25
Indoor Localization > Indoor Localization (6-DoF Pose)
Structured3D (perspective, furnished)
SPVLoc
https://arxiv.org/abs/2404.10527v2
<1m median rotation error (deg)
1.62
Indoor Localization > Indoor Localization (6-DoF Pose)
Structured3D (perspective, furnished)
SPVLoc
https://arxiv.org/abs/2404.10527v2
Recall 10cm (%)
23.54
Indoor Localization > Indoor Localization (6-DoF Pose)
Structured3D (perspective, furnished)
SPVLoc
https://arxiv.org/abs/2404.10527v2
Recall 50cm (%)
81.48
Indoor Localization > Indoor Localization (6-DoF Pose)
Structured3D (perspective, furnished)
SPVLoc
https://arxiv.org/abs/2404.10527v2
Recall 1m (%)
84.5
Indoor Localization > Indoor Localization (6-DoF Pose)
Structured3D (perspective, furnished)
SPVLoc
https://arxiv.org/abs/2404.10527v2
Recall 1m 30 deg (%)
84.18
Indoor Localization > Indoor Localization (6-DoF Pose)
Structured3D (perspective, furnished)
SPVLoc
https://arxiv.org/abs/2404.10527v2
<1m median translation error (cm)
14.3
Indoor Localization > Indoor Localization (6-DoF Pose)
Structured3D (perspective, emtpy)
SPVLoc
https://arxiv.org/abs/2404.10527v2
<1m median translation error (cm)
13.09
Indoor Localization > Indoor Localization (6-DoF Pose)
Structured3D (perspective, emtpy)
SPVLoc
https://arxiv.org/abs/2404.10527v2
<1m median rotation error (deg)
1.5
Indoor Localization > Indoor Localization (6-DoF Pose)
Structured3D (perspective, emtpy)
SPVLoc
https://arxiv.org/abs/2404.10527v2
Recall 10cm (%)
28.77
Indoor Localization > Indoor Localization (6-DoF Pose)
Structured3D (perspective, emtpy)
SPVLoc
https://arxiv.org/abs/2404.10527v2
Recall 50cm (%)
83.97
Indoor Localization > Indoor Localization (6-DoF Pose)
Structured3D (perspective, emtpy)
SPVLoc
https://arxiv.org/abs/2404.10527v2
Recall 1m (%)
86.73
Indoor Localization > Indoor Localization (6-DoF Pose)
Structured3D (perspective, emtpy)
SPVLoc
https://arxiv.org/abs/2404.10527v2
Recall 1m 30 deg (%)
86.21