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ResearchFormerly WizWand

Action Recognition on SSv2 Small

76.9AccuracyFSAR-Qwen3
30.93242.86654.866.734Apr 14, 2025Jun 10, 2025Aug 7, 2025Oct 4, 2025Dec 1, 2025Jan 28, 2026Mar 27, 2026
Updated 5mo ago

Evaluation results

MethodLinks
FSAR-Qwen3Pre-training=Qwen3-VL-8B, Knowledge Prompt=Known, Shot=5-shot2026.0376.9———
FSAR-Qwen3Pre-training=Qwen3-VL-2B, Knowledge Prompt=Known, Shot=5-shot2026.0376.3———
FSAR-LLaVAPre-training=Video-LLaVA-7B, Knowledge Prompt=Known, Shot=5-shot2026.0376.1———
FSAR-Qwen2Pre-training=Qwen2-VL-7B, Knowledge Prompt=Known, Shot=5-shot2026.0375.9———
FSAR-Qwen3Pre-training=Qwen3-VL-8B, Knowledge Prompt=Unknown, Shot=5-shot2026.0371.9———
FSAR-Qwen3Pre-training=Qwen3-VL-2B, Knowledge Prompt=Unknown, Shot=5-shot2026.0371.7———
FSAR-Qwen2Pre-training=Qwen2-VL-7B, Knowledge Prompt=Unknown, Shot=5-shot2026.0371.3———
FSAR-LLaVAPre-training=Video-LLaVA-7B, Knowledge Prompt=Unknown, Shot=5-shot2026.0371.1———
Task-AdapterPre-training=CLIP-ViT-B, Shot=5-shot2026.0370.2———
FSAR-Qwen3Pre-training=Qwen3-VL-8B, Knowledge Prompt=Known, Shot=1-shot2026.0368.4———
FSAR-Qwen3Pre-training=Qwen3-VL-2B, Knowledge Prompt=Known, Shot=1-shot2026.0367.1———
FSAR-Qwen2Pre-training=Qwen2-VL-7B, Knowledge Prompt=Known, Shot=1-shot2026.0366.8———
EMP-NetPre-training=CLIP-ViT-B, Shot=5-shot2026.0365.7———
FSAR-LLaVAPre-training=Video-LLaVA-7B, Knowledge Prompt=Known, Shot=1-shot2026.0365.5———
CLIP-CPM2CPre-training=CLIP-ViT-B, Shot=5-shot2026.0362.6———
Qwen3-VLPre-training=Qwen3-VL-8B, Mode=Frozen Avg, Knowledge Prompt=Known, Shot=5-shot2026.0362.2———
MVP-shotPre-training=CLIP-ViT-B, Shot=5-shot2026.0362———
Huang et al.Pre-training=INet-RN50, Shot=5-shot2026.0361.8———
CLIP-FSARPre-training=CLIP-ViT-B, Shot=5-shot2026.0361.8———
Qwen3-VLPre-training=Qwen3-VL-8B, Mode=Frozen Avg, Knowledge Prompt=Unknown, Shot=5-shot2026.0361.5———
CapFSARPre-training=BLIP-ViT-B, Shot=5-shot2026.0361.1———
DISTFine-tuning=PEFT, Setting=5-way 1-shot2026.0260.7———
Task-AdapterFine-tuning=PEFT, Setting=5-way 1-shot2026.0260.2———
Task-AdapterPre-training=CLIP-ViT-B, Shot=1-shot2026.0360.2———
MA-FSARFine-tuning=PEFT, Setting=5-way 1-shot2026.0259.1———
Qwen3-VLPre-training=Qwen3-VL-2B, Mode=Frozen Avg, Knowledge Prompt=Known, Shot=5-shot2026.0357.8———
Qwen3-VLPre-training=Qwen3-VL-2B, Mode=Frozen Avg, Knowledge Prompt=Unknown, Shot=5-shot2026.0357.2———
EMP-NetPre-training=CLIP-ViT-B, Shot=1-shot2026.0357.1———
TRXPre-training=INet-RN50, Shot=5-shot2026.0356.7———
Qwen2-VLPre-training=Qwen2-VL-7B, Mode=Frozen Avg, Knowledge Prompt=Known, Shot=5-shot2026.0356.3———
MoLo (OTAM)Pre-training=INet-RN50, Shot=5-shot2026.0356.2———
HyRSMPre-training=INet-RN50, Shot=5-shot2026.0356.1———
HCLPre-training=INet-RN50, Shot=5-shot2026.0355.4———
MVP-shotPre-training=CLIP-ViT-B, Shot=1-shot2026.0355.4———
STRMPre-training=INet-RN50, Shot=5-shot2026.0355.3———
Qwen2-VLPre-training=Qwen2-VL-7B, Mode=Frozen Avg, Knowledge Prompt=Unknown, Shot=5-shot2026.0355.1———
D2ST-AdapterFine-tuning=PEFT, Setting=5-way 1-shot2026.0255———
FSAR-Qwen3Pre-training=Qwen3-VL-8B, Knowledge Prompt=Unknown, Shot=1-shot2026.0355———
CLIP-FSARPre-training=CLIP-ViT-B, Shot=1-shot2026.0354.6———
FSAR-Qwen3Pre-training=Qwen3-VL-2B, Knowledge Prompt=Unknown, Shot=1-shot2026.0354.2———
FSAR-Qwen2Pre-training=Qwen2-VL-7B, Knowledge Prompt=Unknown, Shot=1-shot2026.0353.6———
HR2G-shotBackbone=ResNet-based CLIP, Few-shot Setting=5-way 1-shot2025.0453.1———
CLIP-CPM2CPre-training=CLIP-ViT-B, Shot=1-shot2026.0352.3———
CLIP-FSARBackbone=ResNet-based CLIP, Few-shot Setting=5-way 1-shot2025.0452———
MVP-shotBackbone=ResNet-based CLIP, Few-shot Setting=5-way 1-shot2025.0451.2———
FSAR-LLaVAPre-training=Video-LLaVA-7B, Knowledge Prompt=Unknown, Shot=1-shot2026.0351———
Video-LLaVAPre-training=Video-LLaVA-7B, Mode=Frozen Avg, Knowledge Prompt=Known, Shot=5-shot2026.0348.5———
OTAMPre-training=INet-RN50, Shot=5-shot2026.0348———
Video-LLaVAPre-training=Video-LLaVA-7B, Mode=Frozen Avg, Knowledge Prompt=Unknown, Shot=5-shot2026.0347.6———
CapFSARPre-training=BLIP-ViT-B, Shot=1-shot2026.0345.8———
Huang et al.Pre-training=INet-RN50, Shot=1-shot2026.0342.6———
MoLo (OTAM)Pre-training=INet-RN50, Shot=1-shot2026.0341.9———
HyRSMPre-training=INet-RN50, Shot=1-shot2026.0340.6———
Qwen3-VLPre-training=Qwen3-VL-8B, Mode=Frozen Avg, Knowledge Prompt=Known, Shot=1-shot2026.0339.8———
Qwen3-VLPre-training=Qwen3-VL-8B, Mode=Frozen Avg, Knowledge Prompt=Unknown, Shot=1-shot2026.0339———
Qwen3-VLPre-training=Qwen3-VL-2B, Mode=Frozen Avg, Knowledge Prompt=Known, Shot=1-shot2026.0338.8———
HCLPre-training=INet-RN50, Shot=1-shot2026.0338.7———
Qwen2-VLPre-training=Qwen2-VL-7B, Mode=Frozen Avg, Knowledge Prompt=Known, Shot=1-shot2026.0338.7———
Qwen3-VLPre-training=Qwen3-VL-2B, Mode=Frozen Avg, Knowledge Prompt=Unknown, Shot=1-shot2026.0337.2———
STRMPre-training=INet-RN50, Shot=1-shot2026.0337.1———
OTAMPre-training=INet-RN50, Shot=1-shot2026.0336.4———
Qwen2-VLPre-training=Qwen2-VL-7B, Mode=Frozen Avg, Knowledge Prompt=Unknown, Shot=1-shot2026.0336.1———
TRXPre-training=INet-RN50, Shot=1-shot2026.0336———
Video-LLaVAPre-training=Video-LLaVA-7B, Mode=Frozen Avg, Knowledge Prompt=Known, Shot=1-shot2026.0333.7———
Video-LLaVAPre-training=Video-LLaVA-7B, Mode=Frozen Avg, Knowledge Prompt=Unknown, Shot=1-shot2026.0332.7———
A2M2-NetPre-training=INet-RN50, K-way=5-way2025.04—42.9—60.5
CapFSARPre-training=CLIP-ViT-B, K-way=5-way2025.04—45.9—59.9
CLIP-CPM2CPre-training=CLIP-RN502025.12—51.554.857.1
CLIP-CPM2CPre-training=CLIP-ViT-B2025.12—52.359.962.6
CLIP-FreezePre-training=CLIP-ViT-B, K-way=5-way2025.04—29.5—42.5
CLIP-FSARPre-training=CLIP-RN502025.12—525455.8
CLIP-FSARPre-training=CLIP-ViT-B2025.12—54.558.661.8
CLIP-FSARBackbone=CLIP-ViT-B/162025.12—54.6—61.8
CLIP-FSARPre-training=CLIP-RN50, K-way=5-way2025.04—52—55.8
CLIP-FSARPre-training=CLIP-ViT-B, K-way=5-way2025.04—54.6—61.8
CLIP-M2DFPre-training=CLIP-RN502025.12—51.656.360.4
CLIP-M2DFPre-training=CLIP-ViT-B2025.12—5258.962.8
CLIP-SPMPre-training=CLIP-RN502025.12—50.854.958.5
CLIP-SPMPre-training=CLIP-ViT-B2025.12—57.862.466.2
CMNPre-training=INet-RN50, K-way=5-way2025.04—34.4—43.8
D2ST-AdapterBackbone=CLIP-ViT-B/162025.12—55—69.3
EMP-NetBackbone=CLIP-ViT-B/162025.12—57.1—65.7
EMP-NetPre-training=CLIP-ViT-B, K-way=5-way2025.04—57.1—65.7
HCLBackbone=IN-RN502025.12—38.7—55.4
HCLPre-training=INet-RN50, K-way=5-way2025.04—38.9—55.4
HR2G-shotPre-training=CLIP-ViT-B, K-way=5-way2025.04—60.2—66
HyRSMPre-training=INet-RN502025.12—40.652.356.1
HyRSMBackbone=IN-RN502025.12—40.6—56.1
HyRSMPre-training=INet-RN50, K-way=5-way2025.04—40.6—56.1
MA-FSARBackbone=CLIP-ViT-B/162025.12—59.1—64.5
MA-FSARPre-training=CLIP-ViT-B, K-way=5-way2025.04—59.1—64.5
MoLoPre-training=INet-RN502025.12—42.752.956.4
MoLoPre-training=INet-RN50, K-way=5-way2025.04—41.9—56.2
MVP-shotBackbone=CLIP-ViT-B/162025.12—55.4—62
MVP-shotPre-training=CLIP-ViT-B, K-way=5-way2025.04—55.4—62
OTAMPre-training=INet-RN502025.12—38.9—48.1
OTAMBackbone=IN-RN502025.12—36.4—48
STENPre-training=CLIP-RN502025.12—36.4—57.3
STENPre-training=CLIP-ViT-B2025.12—38.9—58.2
STRMBackbone=IN-RN502025.12—37.1—55.3