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Image Classification 벤치마크

Image Classification on DF20 - Mini

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Top-1

62.91 66.14 69.38 72.61 75.85 2021-03 2026-11 ViT-Large/16 (384) — 75.85 (2021-03-18) ViT-Base/16 (384) — 74.23 (2021-03-18) SE-ResNeXt-101-32x4d — 72.23 (2021-03-18) ViT-Large/16 (224) — 71.04 (2021-03-18) EfficientNet-B3 (299) — 69.59 (2021-03-18) SE-ResNeXt-101-32x4d (224) — 68.87 (2021-03-18) EfficientNet-B5 (299) — 68.76 (2021-03-18) ResNet-50 (299) — 68.49 (2021-03-18) EfficientNet-B1 (299) — 68.35 (2021-03-18) EfficientNet-B0 (299) — 67.94 (2021-03-18) Inception-V4 (299) — 67.45 (2021-03-18) EfficientNet-B3 (224) — 67.39 (2021-03-18) Inception-V3 (299) — 65.91 (2021-03-18) EfficientNet-B0 (224) — 65.66 (2021-03-18) MobileNet-V2 (299) — 65.58 (2021-03-18) Inception-ResNet-V2 (299) — 64.67 (2021-03-18) ResNet-18 — 62.91 (2021-03-18) ViT-Large/16 (384) — 75.85 (2021-03-18)
RankModel Top-1Top-3F1 - macro PaperCodeYear
1 ViT-Large/16 (384) 75.8589.950.669 Danish Fungi 2020 -- Not Just Another Image Recognition Dataset picekl/DanishFungiDataset 2021
2 ViT-Base/16 (384) 74.2389.120.639 Danish Fungi 2020 -- Not Just Another Image Recognition Dataset picekl/DanishFungiDataset 2021
3 SE-ResNeXt-101-32x4d 72.23–– Danish Fungi 2020 -- Not Just Another Image Recognition Dataset picekl/DanishFungiDataset 2021
4 ViT-Large/16 (224) 71.0486.150.603 Danish Fungi 2020 -- Not Just Another Image Recognition Dataset picekl/DanishFungiDataset 2021
5 EfficientNet-B3 (299) 69.5985.550.59 Danish Fungi 2020 -- Not Just Another Image Recognition Dataset picekl/DanishFungiDataset 2021
6 SE-ResNeXt-101-32x4d (224) 68.8785.140.585 Danish Fungi 2020 -- Not Just Another Image Recognition Dataset picekl/DanishFungiDataset 2021
7 EfficientNet-B5 (299) 68.7685– Danish Fungi 2020 -- Not Just Another Image Recognition Dataset picekl/DanishFungiDataset 2021
8 ResNet-50 (299) 68.4985.22– Danish Fungi 2020 -- Not Just Another Image Recognition Dataset picekl/DanishFungiDataset 2021
9 EfficientNet-B1 (299) 68.3584.67– Danish Fungi 2020 -- Not Just Another Image Recognition Dataset picekl/DanishFungiDataset 2021
10 EfficientNet-B0 (299) 67.9485.710.567 Danish Fungi 2020 -- Not Just Another Image Recognition Dataset picekl/DanishFungiDataset 2021
11 Inception-V4 (299) 67.4582.78– Danish Fungi 2020 -- Not Just Another Image Recognition Dataset picekl/DanishFungiDataset 2021
12 EfficientNet-B3 (224) 67.3983.740.55 Danish Fungi 2020 -- Not Just Another Image Recognition Dataset picekl/DanishFungiDataset 2021
13 Inception-V3 (299) 65.9182.970.535 Danish Fungi 2020 -- Not Just Another Image Recognition Dataset picekl/DanishFungiDataset 2021
14 EfficientNet-B0 (224) 65.6683.650.531 Danish Fungi 2020 -- Not Just Another Image Recognition Dataset picekl/DanishFungiDataset 2021
15 MobileNet-V2 (299) 65.58–– Danish Fungi 2020 -- Not Just Another Image Recognition Dataset picekl/DanishFungiDataset 2021
16 Inception-ResNet-V2 (299) 64.6781.42– Danish Fungi 2020 -- Not Just Another Image Recognition Dataset picekl/DanishFungiDataset 2021
17 ResNet-18 62.9181.650.514 Danish Fungi 2020 -- Not Just Another Image Recognition Dataset picekl/DanishFungiDataset 2021
18 SE-ResNeXt-101-32x4d (299) –87.280.62 Danish Fungi 2020 -- Not Just Another Image Recognition Dataset picekl/DanishFungiDataset 2021
19 ResNet-34 (299) –83.520.559 Danish Fungi 2020 -- Not Just Another Image Recognition Dataset picekl/DanishFungiDataset 2021
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