MARS
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Video Person Re-ID | MARS | Rank-1 Acc93.2 | 106 | |
| Person Re-identification | MARS (test) | Rank-190 | 72 | |
| Person Re-identification | MARS | Rank-190 | 67 | |
| Video Person Re-Identification | MARS v1 (test) | mAP91.6 | 41 | |
| Video Person Re-identification | MARS (test) | Rank-191.5 | 35 | |
| Video-to-Video Person Re-identification | MARS (test) | Top-1 Accuracy90 | 22 | |
| Multi-Agent Rock Sample (POMDP) | MARS 20, 20 | Average Discounted Reward588.3 | 18 | |
| Pose Estimation | MARS LVIG | Max Error3.183 | 17 | |
| Multimodal Knowledge Graph Completion | MARS (test) | Hits@10.301 | 16 | |
| Information Analysis and Processing | MARS Overall (Evaluation Set) | Average Ranking (AI GPT-5)1.93 | 11 | |
| Information Analysis and Processing | MARS Level 3 (Evaluation Set) | Avg Rank (AI GPT-5)1.9 | 11 | |
| Information Analysis and Processing | MARS Level 2 (Evaluation Set) | Average Ranking (AI GPT-5)2.2 | 11 | |
| Information Analysis and Processing | MARS Level 1 (test) | Average Ranking (AI GPT-5)1.7 | 11 | |
| Absolute Translation Error | MARS-LVIG | ATE (AMtown01)1.4 | 11 | |
| Multimodal Analogy Reasoning | MARS (test) | Hits@140.5 | 10 | |
| Person Re-Identification | MARS cross-view (test) | mAP77.4 | 9 | |
| Human Pose Estimation | MARS (test) | Average MAE (cm)1.48 | 9 | |
| Image-to-Video Person Re-identification | MARS (test) | Top-1 Acc84.3 | 9 | |
| Time Series Anomaly Detection | Mars | AUC-ROC0.98 | 5 | |
| 3D Reconstruction | Mars | Average Error Distance (m)597.98 | 4 | |
| Rock Sampling | MARS (20, 20) | Success Rate90 | 4 | |
| Video Person Re-identification | MARS 8 (test) | Rank-187.6 | 4 | |
| Person Re-identification | MARS multiple query | Rank-183.03 | 4 | |
| Multimodal Analogical Reasoning | MARS (test) | Hit@116 | 3 | |
| Multi-Agent Rock Sample (POMDP) | MARS (50, 50) | Average Total Discounted Reward45.1 | 1 |
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