TASK
DATASET
MODEL
METRIC NAME
METRIC VALUE
GLOBAL RANK
EXTRA DATA
REMOVE
Few-Shot Audio Classification
BirdClef 2020 (Pruned)
MT-SLVR (SimCLR + MLAP) w/ Parallel Adapters (FSD50K, RN18)
Top-1 Accuracy(5-Way-1-Shot)
29.49±0.38
# 9
Few-Shot Audio Classification
BirdClef 2020 (Pruned)
SimCLR (FSD50K, RN18)
Top-1 Accuracy(5-Way-1-Shot)
30.93±0.38
# 8
Few-Shot Audio Classification
BirdClef 2020 (Pruned)
Multi-Label Augmentation Prediction (FSD50K, RN18)
Top-1 Accuracy(5-Way-1-Shot)
21.04±0.35
# 10
Few-Shot Audio Classification
Common Voice
MT-SLVR (SimCLR + MLAP) w/ Parallel Adapters (FSD50K, RN18)
Top-1 Accuracy(5-Way-1-Shot)
35.22±0.40
# 1
Few-Shot Audio Classification
Common Voice
Multi-Label Augmentation Prediction (FSD50K, RN18)
Top-1 Accuracy(5-Way-1-Shot)
23.00±0.42
# 3
Few-Shot Audio Classification
Common Voice
SimCLR (FSD50K, RN18)
Top-1 Accuracy(5-Way-1-Shot)
33.33±0.38
# 2
Few-Shot Audio Classification
CREMA-D
SimCLR (FSD50K, RN18)
Top-1 Accuracy(5-Way-1-Shot)
29.10±0.36
# 2
Few-Shot Audio Classification
CREMA-D
MT-SLVR (SimCLR + MLAP) w/ Parallel Adapters (FSD50K, RN18)
Top-1 Accuracy(5-Way-1-Shot)
29.61±0.38
# 1
Few-Shot Audio Classification
CREMA-D
Multi-Label Augmentation Prediction (FSD50K, RN18)
Top-1 Accuracy(5-Way-1-Shot)
21.68±0.33
# 3
Few-Shot Audio Classification
ESC-50
SimCLR (FSD50K, RN18)
Top-1 Accuracy(5-Way-1-Shot)
63.40±0.39
# 8
Few-Shot Audio Classification
ESC-50
MT-SLVR (SimCLR + MLAP) w/ Parallel Adapters (FSD50K, RN18)
Top-1 Accuracy(5-Way-1-Shot)
69.53±0.39
# 4
Few-Shot Audio Classification
ESC-50
Multi-Label Augmentation Prediction (FSD50K, RN18)
Top-1 Accuracy(5-Way-1-Shot)
37.76±0.34
# 10
Few-Shot Audio Classification
FSDKaggle2018
Multi-Label Augmentation Prediction (FSD50K, RN18)
Top-1 Accuracy(5-Way-1-Shot)
21.72±0.34
# 10
Few-Shot Audio Classification
FSDKaggle2018
MT-SLVR (SimCLR + MLAP) w/ Parallel Adapters (FSD50K, RN18)
Top-1 Accuracy(5-Way-1-Shot)
39.11±0.41
# 6
Few-Shot Audio Classification
FSDKaggle2018
SimCLR (FSD50K, RN18)
Top-1 Accuracy(5-Way-1-Shot)
37.64±0.40
# 8
Few-Shot Audio Classification
NSynth
Multi-Label Augmentation Prediction (FSD50K, RN18)
Top-1 Accuracy(5-Way-1-Shot)
62.52±0.36
# 10
Few-Shot Audio Classification
NSynth
MT-SLVR (SimCLR + MLAP) w/ Parallel Adapters (FSD50K, RN18)
Top-1 Accuracy(5-Way-1-Shot)
71.81±0.39
# 6
Few-Shot Audio Classification
NSynth
SimCLR (FSD50K, RN18)
Top-1 Accuracy(5-Way-1-Shot)
66.44±0.40
# 8
Few-Shot Audio Classification
Speech Accent Archive
SimCLR (FSD50K, RN18)
Top-1 Accuracy(5-Way-1-Shot)
26.16±0.34
# 2
Few-Shot Audio Classification
Speech Accent Archive
Multi-Label Augmentation Prediction (FSD50K, RN18)
Top-1 Accuracy(5-Way-1-Shot)
23.08±0.34
# 3
Few-Shot Audio Classification
Speech Accent Archive
MT-SLVR (SimCLR + MLAP) w/ Parallel Adapters (FSD50K, RN18)
Top-1 Accuracy(5-Way-1-Shot)
28.92±0.37
# 1
Few-Shot Audio Classification
Speech Command v2
SimCLR (FSD50K, RN18)
Top-1 Accuracy(5-Way-1-Shot)
25.68±0.35
# 1
Few-Shot Audio Classification
Speech Command v2
Multi-Label Augmentation Prediction (FSD50K, RN18)
Top-1 Accuracy(5-Way-1-Shot)
20.08±0.37
# 3
Few-Shot Audio Classification
Speech Command v2
MT-SLVR (SimCLR + MLAP) w/ Parallel Adapters (FSD50K, RN18)
Top-1 Accuracy(5-Way-1-Shot)
23.65±0.34
# 2
Few-Shot Audio Classification
VoxCeleb1
Multi-Label Augmentation Prediction (FSD50K, RN18)
Top-1 Accuracy(5-Way-1-Shot)
21.68±0.40
# 10
Few-Shot Audio Classification
VoxCeleb1
MT-SLVR (SimCLR + MLAP) w/ Parallel Adapters (FSD50K, RN18)
Top-1 Accuracy(5-Way-1-Shot)
33.58±0.39
# 6
Few-Shot Audio Classification
VoxCeleb1
SimCLR (FSD50K, RN18)
Top-1 Accuracy(5-Way-1-Shot)
31.18±0.37
# 7
Few-Shot Audio Classification
Watkins Marine Mammal Sounds
MT-SLVR (SimCLR + MLAP) w/ Parallel Adapters (FSD50K, RN18)
Top-1 Accuracy(5-Way-1-Shot)
59.49±0.42
# 1
Few-Shot Audio Classification
Watkins Marine Mammal Sounds
SimCLR (FSD50K, RN18)
Top-1 Accuracy(5-Way-1-Shot)
52.91±0.41
# 3
Few-Shot Audio Classification
Watkins Marine Mammal Sounds
Multi-Label Augmentation Prediction (FSD50K, RN18)
Top-1 Accuracy(5-Way-1-Shot)
28.88±0.39
# 5