Proposed Dataset
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Mesh Saliency Prediction | Proposed Dataset Non-textured 1.0 (test) | CC0.614 | 45 | |
| Mesh Saliency Prediction | Proposed Dataset Textured Mesh 1.0 (test) | CC0.6305 | 45 | |
| Artifact Detection | Proposed Dataset RLFN | F1 Score19.02 | 28 | |
| Artifact Detection | Proposed Dataset SPAN | F1 Score0.1618 | 28 | |
| Artifact Detection | Proposed Dataset prominent subset | IoU36.69 | 28 | |
| Color Correction | Proposed dataset aligned Mobile sensors 1.0 (test) | Delta E00 Mean1.47 | 15 | |
| Color Correction | Proposed dataset aligned Mirrorless sensors 1.0 (test) | dE00 Mean1.6 | 15 | |
| Artifact Detection | Proposed Dataset Original HR | F1 Score5.59 | 14 | |
| Shadow Detection | Proposed Dataset Attached Shadow | BER12.93 | 12 | |
| Shadow Detection | Proposed Dataset Cast Shadow | BER0.0452 | 12 | |
| Shadow Detection | Proposed Dataset Full Shadow | BER6.5 | 12 | |
| Active Object Recognition | Proposed Dataset (All) | Top-1 Success Rate64.4 | 8 | |
| Active Object Recognition | Proposed Dataset Hard | Top-1 Success Rate58 | 8 | |
| Active Object Recognition | Proposed Dataset Moderate | Top-1 Success Rate59.7 | 8 | |
| Active Object Recognition | Proposed Dataset Easy | Top-1 Success Rate69.9 | 8 | |
| Optical Flow | Proposed Dataset (Night) | EPE3.95 | 5 | |
| Optical Flow | Proposed Dataset Day | EPE3.78 | 5 | |
| Camera-controlled Video Generation | Proposed Dataset 1800 generated videos | RelRot2.71 | 4 |
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