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Models/Diffusion Classifier (zero-shot)

Diffusion Classifier (zero-shot)

Reported on 10 benchmarks across 4 tasks · 1 paper · 3 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision9 results

Image ClassificationonOxford-IIIT Pets
Per-Class Accuracy· 2023-03-28
87.3
SOTA
Your Diffusion Model is Secretly a Zero-Shot Classifier arXiv:2303.16203
Image ClassificationonFlowers-102
Per-Class Accuracy· 2023-03-28
66.3
SOTA
Your Diffusion Model is Secretly a Zero-Shot Classifier arXiv:2303.16203
Image ClassificationonObjectNet (ImageNet classes)
Top 1 Accuracy· 2023-03-28
43.4
SOTA
Your Diffusion Model is Secretly a Zero-Shot Classifier arXiv:2303.16203
Image ClassificationonCIFAR-10
Percentage correct· 2023-03-28
88.5
best: 99.5 (ViT-H/14)
Your Diffusion Model is Secretly a Zero-Shot Classifier arXiv:2303.16203
Image ClassificationonSTL-10
Percentage correct· 2023-03-28
95.4
best: 99.64 (µ2Net+ (ViT-L/16))
Your Diffusion Model is Secretly a Zero-Shot Classifier arXiv:2303.16203
Image ClassificationonFGVC Aircraft
Accuracy· 2023-03-28
26.4
best: 95.4 (SR-GNN)
Your Diffusion Model is Secretly a Zero-Shot Classifier arXiv:2303.16203
Fine-Grained Image ClassificationonFGVC Aircraft
Accuracy· 2023-03-28
26.4
best: 95.4 (SR-GNN)
Your Diffusion Model is Secretly a Zero-Shot Classifier arXiv:2303.16203
Zero-Shot Transfer Image ClassificationonImageNet
Accuracy (Private)· 2023-03-28
61.4
best: 88.5 (M2-Encoder)
Your Diffusion Model is Secretly a Zero-Shot Classifier arXiv:2303.16203
Zero-Shot Transfer Image ClassificationonFood-101
Top 1 Accuracy· 2023-03-28
77.7
best: 96.2 (MAWS (ViT-2B))
Your Diffusion Model is Secretly a Zero-Shot Classifier arXiv:2303.16203

Reasoning1 result

Visual ReasoningonWinoground
Text Score· 2023-03-28
34
best: 75.5 (GPT-4o + CA)
Your Diffusion Model is Secretly a Zero-Shot Classifier arXiv:2303.16203