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Monocular Depth Estimation on TUM RGB-D (test)

0.28AbsRelGOL-Gated CN-Coverage
0.2720.3260.380.434Mar 11, 2026

Evaluation results

MethodLinks
GOL-Gated CN-CoverageN=252026.030.28——————
CN-Coverage (MeshHist)N=02026.030.3——————
GOL-Gated CN-CoverageN=02026.030.31——————
CN-Coverage (MeshHist)N=252026.030.31——————
GOL-Gated CN-CoverageN=2002026.030.31——————
GOL-Gated CN-CoverageN=5002026.030.31——————
CN-Coverage (MeshHist)N=10002026.030.32——————
GOL-Gated CN-CoverageN=20002026.030.32——————
CN-Coverage (MeshHist)N=502026.030.33——————
CN-Coverage (MeshHist)N=5002026.030.33——————
GOL-Gated CN-CoverageN=10002026.030.33——————
CoverageN=02026.030.34——————
CN-Coverage (MeshHist)N=1002026.030.34——————
RobotN=02026.030.35——————
CN-CoverageN=02026.030.35——————
RobotN=252026.030.35——————
CN-CoverageN=252026.030.35——————
RandomN=1002026.030.35——————
RandomN=20002026.030.35——————
CN-CoverageN=20002026.030.35——————
RandomN=02026.030.36——————
RandomN=252026.030.36——————
CoverageN=252026.030.36——————
RandomN=502026.030.36——————
CoverageN=1002026.030.36——————
GOL-Gated CN-CoverageN=1002026.030.36——————
RandomN=5002026.030.36——————
CN-CoverageN=5002026.030.36——————
RobotN=502026.030.37——————
CoverageN=502026.030.37——————
RobotN=1002026.030.37——————
RandomN=10002026.030.37——————
CN-CoverageN=502026.030.38——————
RandomN=2002026.030.38——————
CN-Coverage (MeshHist)N=2002026.030.38——————
CN-CoverageN=10002026.030.38——————
CoverageN=20002026.030.38——————
RobotN=2002026.030.39——————
CoverageN=2002026.030.39——————
CN-Coverage (MeshHist)N=20002026.030.39——————
GOL-Gated CN-CoverageN=502026.030.4——————
CN-CoverageN=1002026.030.4——————
CN-CoverageN=2002026.030.4——————
CoverageN=5002026.030.4——————
CoverageN=10002026.030.42——————
RobotN=5002026.030.44——————
RobotN=10002026.030.48——————
RobotN=20002026.030.48——————
DA2Prompt Type=Box-prompt, Evaluation Protocol=Zero-shot2026.05—960.09599.90.0894.60.076
DA3Prompt Type=Box-prompt, Evaluation Protocol=Zero-shot2026.05—96.40.09999.90.0893.80.093
DA3-ftPrompt Type=Box-prompt, Evaluation Protocol=Fine-tuned2026.05—99.90.0681000.057970.06
FocusDepth(DA3)Prompt Type=Box-prompt, Backbone=DA32026.05—1000.0611000.05197.50.057
Metric3D-v2Prompt Type=Box-prompt, Evaluation Protocol=Zero-shot2026.05—98.40.0871000.07695.70.083
UniDepth-v1Prompt Type=Box-prompt, Evaluation Protocol=Zero-shot2026.05—980.0921000.07894.80.085
UniDepth-v2Prompt Type=Box-prompt, Evaluation Protocol=Zero-shot2026.05—97.90.081000.06196.70.07