Grid
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
Grid
276.3Episodic Reward
8
GRID (speaker-dependent)
0.738STOI
7
GRID P=900 (test)
16.56Rank-1
7
GRID
0DD
6
GRID2V2C
0DD (Sync Error)
6
Grid (test)
0.28Train Time (s)
6
GRID standard (test)
7.68LSE-C
6
GRID
2.9WER
6
GRID (seen-speaker)
12.1WER
5
30 × 30 grid with 10% obstacles Table 1 settings (test)
0.49Time (s)
5
MiniGrid
0.01Mean Return
5
GRID (test)
1.46SDR
5
Grid Texture (test)
0.983AUC
5
GRID speaker-independent (test)
4.02SDR
5
GRID speaker-independent (test)
8.05SDR
5
GRID unseen (test)
0.731STOI
5
GRID (unseen speakers)
11.4WER
5
Grid
99.05Concept Completeness
4
Grid 5x5 High traffic demands
3.78Queue Length
4
Grid 5x5 Medium traffic demands
1.63Queue Length
4
Grid 5x5 Low traffic demands
0.12Queue Length
4
GRID (test)
1.46SDR
4
GRID (test)
0.028Degree MMD
4
GRID (overlapped speakers)
1.9CER
4
510-point grid
2.95Worst-case p
3