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1 | Publication URL | Date | Baseline 1 model name | Baseline 2 model name | Baseline 3 model name | Baseline 4 model name | Baseline 5 model name | Baseline 1 top-1-error | Baseline 2 top-1-error | Baseline 3 top-1-error | Baseline 4 top-1-error | Baseline 5 top-1-error | Avg | ||||||||||||||||||||
2 | https://www.ecva.net/papers/eccv_2020/papers_ECCV/html/990_ECCV_2020_paper.php | 25 Mar 2020 | ResNet-152 | Inception-v4 | SENet | GPipe | NA | 22.2 | 20 | 17.30 | 15.70 | NA | 18.65 | ||||||||||||||||||||
3 | https://papers.nips.cc/paper/2012/file/c399862d3b9d6b76c8436e924a68c45b-Paper | 03 Dec 2012 | Sparse coding | SIFT + FV | NA | NA | NA | 47.1 | 45.7 | NA | NA | NA | 46.40 | ||||||||||||||||||||
4 | https://openreview.net/forum?id=YicbFdNTTy | ||||||||||||||||||||||||||||||||
5 | https://openreview.net/forum?id=xTJEN-ggl1b | ||||||||||||||||||||||||||||||||
7 | https://openreview.net/forum?id=Db4yerZTYkz | 28 Sep 2020 | ResNet-50 | ResNet-101 | ResNet-152 | NA | NA | 23.6 | 22 | 21.40 | NA | NA | 22.00 | ||||||||||||||||||||
8 | https://openreview.net/forum?id=6Tm1mposlrM | 28 Sep 2020 | ResNet-101 | ResNet-152 | NA | NA | NA | 21.2 | 20.4 | NA | NA | NA | 20.80 | ||||||||||||||||||||
9 | https://arxiv.org/pdf/2201.00520v1.pdf | 3 Jan 2022 | CvT-13 | RegionViT-S | NA | NA | NA | 18.4 | 17.5 | NA | NA | NA | 17.95 | ||||||||||||||||||||
11 | https://arxiv.org/pdf/1908.06022v5.pdf | 16 Aug 2019 | FairNAS-A | MixNet-M | EfficientNet B0 | Xception | PolyNet | 24.7 | 23 | 23.70 | 21.00 | 18.70 | 23.00 | ||||||||||||||||||||
12 | https://arxiv.org/pdf/1908.01314v4.pdf | 3 Mar 2020 | MobileNetV2 1.0 (Sandler et al. 2018) | MobileNetV3 Large 1.0 (Howard et al. 2019) | MnasNet -A1 (Tan et al. 2019) | FBNet-B (Wu et al. 2019) | Proxyless-R Mobile (Cai, Zhu, and Han 2019) | 28 | 25 | 24.80 | 25.90 | 25.40 | 25.40 | ||||||||||||||||||||
13 | https://arxiv.org/pdf/1906.06423v3.pdf | 14 Jun 2019 | ResNet-50-D | MultiGrain R50-AA-500 | MultiGrain PNASNet @ 500px | ResNeXt-101 32x48d | NA | 20.7 | 20.6 | 16.4 | 17.80 | NA | 19.20 | ||||||||||||||||||||
14 | https://arxiv.org/pdf/1904.05049v3.pdf | 10 Apr 2019 | ResNeXt-101 | ResNet-101 | DenseNet-121 | SE-ResNet-50 | ResNet-200 | 20.6 | 21.5 | 24.60 | 22.40 | 20.40 | 21.50 | ||||||||||||||||||||
15 | https://arxiv.org/pdf/1808.00193.pdf | 1 Aug 2018 | MobileNet-v1 | MobileNet-v2 | NASNet-A | AmoebaNet-A | PNASNet-5 | 29.4 | 25.3 | 26.00 | 25.50 | 25.80 | 25.80 | ||||||||||||||||||||
17 | https://arxiv.org/pdf/1610.02357v3.pdf | 7 Oct 2016 | VGG-16 | ResNet-152 | Inception V3 | NA | NA | 28.5 | 23 | 21.80 | NA | NA | 23.00 | ||||||||||||||||||||
18 | https://arxiv.org/pdf/1605.07648.pdf | 24 May 2016 | VGG-16 | ResNet-34 C | NA | NA | NA | 28.07 | 24.19 | NA | NA | NA | 26.13 | ||||||||||||||||||||
19 | https://arxiv.org/pdf/1602.07261.pdf | 23 Aug 2016 | BN-Inception | Inception-v3 | NA | NA | NA | 25.2 | NA | NA | NA | NA | 25.20 | ||||||||||||||||||||
20 | https://arxiv.org/pdf/1502.01852.pdf | 6 Feb 2015 | MSRA | VGG-16 | NA | NA | NA | 29.68 | 28.07 | NA | Na | NA | 28.88 | ||||||||||||||||||||
21 | https://arxiv.org/pdf/1409.1556v6.pdf | 4 Sep 2014 | VGG (ILSVRC submission, 7 nets, dense eval.) | MSRA (He et al., 2014) (1 net) | Zeiler & Fergus (Zeiler & Fergus, 2013) (6 nets) | OverFeat (Sermanet et al., 2014) (7 nets) | Krizhevsky et al. (Krizhevsky et al., 2012) (5 nets) | 24.7 | 27.9 | 36.00 | 34.00 | 38.1 | 36.00 | ||||||||||||||||||||
22 | https://arxiv.org/pdf/1406.4729v4.pdf | 23 Apr 2015 | Krizhevsky et al | Overfeat (fast) | Howard (base) | Zeiler & Fergus (ZF) (fast) | Zeiler & Fergus (ZF) (big) | 40.7 | 39.01 | 37.00 | 38.40 | 37.50 | 37.50 | ||||||||||||||||||||
23 | https://arxiv.org/pdf/1311.2901v3.pdf | 28 Nov 2013 | (Krizhevsky et al., 2012), 1 convnet | (Krizhevsky et al., 2012), 5 convnets | (Krizhevsky et al., 2012) ∗ , 1 convnets | (Krizhevsky et al., 2012) ∗ , 7 convnets | Our replication of (Krizhevsky et al., 2012), 1 convnet | 40.7 | 38.1 | 39.00 | 36.70 | 40.50 | 39.00 | ||||||||||||||||||||
24 | https://arxiv.org/abs/2201.03545v1.abs | 10 Jan 2022 | ResNet-50 | Swin-T | NA | NA | NA | 21.2 | 18.7 | NA | NA | NA | 19.95 | ||||||||||||||||||||
27 | https://arxiv.org/abs/2107.00652v1 | ||||||||||||||||||||||||||||||||
28 | https://arxiv.org/abs/2107.00645v1 | ||||||||||||||||||||||||||||||||
29 | https://arxiv.org/abs/2106.13112v2 | ||||||||||||||||||||||||||||||||
30 | https://arxiv.org/abs/2106.09681v2 | 17 Jun 2021 | EfficientNet-B5 RA | Swin-T | RegNetY-8GF | TNT-B | RegNetY-16GF | 16.3 | 18.7 | 18.30 | 17.20 | 17.10 | 17.20 | ||||||||||||||||||||
31 | https://arxiv.org/abs/2106.08254v1 | 15 Jun 2021 | ViT384 | DeiT | NA | NA | NA | 22.1 | 18.2 | NA | NA | NA | 20.15 | ||||||||||||||||||||
32 | https://arxiv.org/abs/2106.05974v1 | ||||||||||||||||||||||||||||||||
33 | https://arxiv.org/abs/2106.04803v1 | ||||||||||||||||||||||||||||||||
34 | https://arxiv.org/abs/2106.03348v1 | 7 Jun 2021 | ResNet-50 | ViT-L/16 | PVT-M | NA | NA | 23.3 | 23.5 | 18.80 | NA | NA | 23.30 | ||||||||||||||||||||
35 | https://arxiv.org/abs/2106.02253v2 | 4 Jun 2021 | ResNet-34 (Conv) | ResNet-34 (SA) | ResNet-50 (Conv) | ResNet-50 (SA) | NA | 26.2 | 26.8 | 24.30 | 24.70 | NA | 25.45 | ||||||||||||||||||||
36 | https://arxiv.org/abs/2106.02034v1 | ||||||||||||||||||||||||||||||||
37 | https://arxiv.org/abs/2106.01548v1 | ||||||||||||||||||||||||||||||||
38 | https://arxiv.org/abs/2106.01401v1 | ||||||||||||||||||||||||||||||||
39 | https://arxiv.org/abs/2105.15075v1 | ||||||||||||||||||||||||||||||||
40 | https://arxiv.org/abs/2105.13677v3 | ||||||||||||||||||||||||||||||||
41 | https://arxiv.org/abs/2105.13343v1 | 27 May 2021 | ResNet-50 | NA | NA | NA | NA | 21.4 | NA | NA | NA | NA | 21.40 | ||||||||||||||||||||
42 | https://arxiv.org/abs/2105.12723v2 | ||||||||||||||||||||||||||||||||
43 | https://arxiv.org/abs/2105.08050v2 | 17 May 2021 | ResNet-152 | ViT-B/16 | Mixer-B/16 | NA | NA | 21.7 | 22.10 | 23.60 | NA | NA | 22.10 | ||||||||||||||||||||
44 | https://arxiv.org/abs/2105.07926v3 | 17 May 2021 | DeiT-B | ResNet-50 | DeepAugment | NA | NA | 18 | 23.9 | 24.20 | NA | NA | 23.90 | ||||||||||||||||||||
47 | https://arxiv.org/abs/2105.03889v1 | 9 May 2021 | ResNet-50 | ResNet-101 | RegNetY-4.0GF | ViT-B | DeiT-S | 23.8 | 22.6 | 21.20 | 22.10 | 20.20 | 22.10 | ||||||||||||||||||||
48 | https://arxiv.org/abs/2105.03404v2 | ||||||||||||||||||||||||||||||||
49 | https://arxiv.org/abs/2105.01883v1 | 5 May 2021 | ResNet-50 | RepMLP-Res50 | RepMLP-Res50-g8/16 | ResNet-101 | NL-Res50 | 22.81 | 21.45 | 20.24 | 20.60 | 21.05 | 21.05 | ||||||||||||||||||||
50 | https://arxiv.org/abs/2105.01601v4 | ||||||||||||||||||||||||||||||||
51 | https://arxiv.org/abs/2104.13840v3 | 28 Apr 2021 | RegNetY-4G | RegNetY-8G | DeiT-Small/16 | T2T-ViT-19 | ViT-Base/16 | 20 | 18.3 | 20.10 | 18.10 | 22.10 | 20.00 | ||||||||||||||||||||
52 | https://arxiv.org/abs/2104.12533v2 | ||||||||||||||||||||||||||||||||
53 | https://arxiv.org/abs/2104.10858v3 | ||||||||||||||||||||||||||||||||
54 | https://arxiv.org/abs/2104.09987v1 | ||||||||||||||||||||||||||||||||
55 | https://arxiv.org/abs/2104.05704v2 | ||||||||||||||||||||||||||||||||
56 | https://arxiv.org/abs/2104.01136v2 | ||||||||||||||||||||||||||||||||
57 | https://arxiv.org/abs/2104.00298v3 | 1 Apr 2021 | EfficientNet-B3 | ResNeSt-101 | ViT-B/32 | T2T-ViT-19 | T2T-ViT-24 | 18.5 | 17 | 26.60 | 18.60 | 17.80 | 18.50 | ||||||||||||||||||||
59 | https://arxiv.org/abs/2103.17239v2 | 31 Mar 2021 | DeiT-S and average pooling | DeiT-S and Late insertion of class embedding | DeiT-S with class-attention stage (SA+FFN) | NA | 20.1 | 20.0 | 20.40 | NA | NA | 20.25 | |||||||||||||||||||||
60 | https://arxiv.org/abs/2103.16302v1 | ||||||||||||||||||||||||||||||||
61 | https://arxiv.org/abs/2103.15808v1 | ||||||||||||||||||||||||||||||||
62 | https://arxiv.org/abs/2103.15358v2 | 29 Mar 2021 | DeiT-Small / 16 | NA | NA | NA | NA | 20.1 | NA | NA | NA | NA | 20.10 | ||||||||||||||||||||
63 | https://arxiv.org/abs/2103.14899v1 | ||||||||||||||||||||||||||||||||
64 | https://arxiv.org/abs/2103.14030v1 | 25 Mar 2021 | RegNetY-4G | EffNet-B3 | ViT-B/16 | DeiT-S | NA | 20 | 18.4 | 22.10 | 20.20 | NA | 20.10 | ||||||||||||||||||||
65 | https://arxiv.org/abs/2103.11886v4 | 22 Mar 2021 | ViT-16B | ViT-24B | ViT-32B | NA | NA | 21.1 | 20.6 | 20.70 | NA | NA | 20.70 | ||||||||||||||||||||
67 | https://arxiv.org/abs/2103.11816v2 | ||||||||||||||||||||||||||||||||
68 | https://arxiv.org/abs/2103.10619v1 | ||||||||||||||||||||||||||||||||
69 | https://arxiv.org/abs/2103.07579v1 | ||||||||||||||||||||||||||||||||
71 | https://arxiv.org/abs/2103.00112v2 | 27 Feb 2021 | DeiT-S | ResNet-50 | ResNet-152 | RegNetY-8GF | RegNetY-16GF | 20.2 | 23.8 | 21.70 | 20.10 | 19.60 | 20.20 | ||||||||||||||||||||
72 | https://arxiv.org/abs/2102.08606v2 | ||||||||||||||||||||||||||||||||
73 | https://arxiv.org/abs/2102.06171v1 | 11 Feb 2021 | EffNet-B4 | BoTNet-110 | ResNet-50 | SENet-350 | DeIT 1000 epochs | 17.1 | 17.2 | 21.40 | 14.80 | 16.20 | 17.10 | ||||||||||||||||||||
74 | https://arxiv.org/abs/2101.11986v2 | ||||||||||||||||||||||||||||||||
75 | https://arxiv.org/abs/2012.12877v2 | 23 Dec 2020 | ResNet-18 | RegNetY-4GF | EfficientNet-B0 | EfficientNet-B5 RA | ViT-B/16 | 30.2 | 20 | 22.90 | 16.30 | 22.10 | 22.10 | ||||||||||||||||||||
77 | https://arxiv.org/abs/2009.14082v2 | 29 Sep 2020 | ResNet-101 | Efficient-Channel-Attention-Net-101 | Attention-Augmented-ResNet-101 | SENet-101 | Gather-Excite-θ+-ResNet-101 | 23.2 | 21.4 | 21.30 | 20.90 | 20.70 | 20.90 | ||||||||||||||||||||
78 | https://arxiv.org/abs/2006.13026v2 | 20 Jun 2020 | ResNet50 | NA | NA | NA | NA | 23.546 | NA | NA | NA | NA | 23.55 | ||||||||||||||||||||
79 | https://arxiv.org/abs/2006.11538v1 | ||||||||||||||||||||||||||||||||
80 | https://arxiv.org/abs/2005.05859v2 | 12 May 2020 | BigNASModel-L | ResNet-152 | MUXNet-l | MobileNetV2 | 20.5 | 22.2 | 23.40 | 28.00 | 22.80 | ||||||||||||||||||||||
81 | https://arxiv.org/abs/2004.08955v2 | ||||||||||||||||||||||||||||||||
82 | https://arxiv.org/abs/2003.13630v3 | 30 Mar 2020 | ResNet50 | ResNet50-D | ResNeXt50 | EfficientNetB1 | SEResNeXt50 | 21 | 20.7 | 20.66 | 20.80 | 20.10 | 20.70 | ||||||||||||||||||||
83 | https://arxiv.org/abs/2003.08237v5 | 18 Mar 2020 | EfficientNet B0 | EfficientNet B1 | EfficientNet B3 | EfficientNet B5 | EfficientNet B6 | 22.4 | 20.4 | NA | NA | NA | 21.40 | ||||||||||||||||||||
84 | https://arxiv.org/abs/2002.09024v1 | ||||||||||||||||||||||||||||||||
85 | https://arxiv.org/abs/2001.06570v2 | ||||||||||||||||||||||||||||||||
86 | https://arxiv.org/abs/1911.04252 | 11 Nov 2019 | ResNet-152 | Xception | PolyNet | AmoebaNet-A | GPipe | 22.2 | 21 | 18.70 | 17.20 | 15.70 | 18.70 | ||||||||||||||||||||
87 | https://arxiv.org/abs/1903.11059 | 26 Mar 2019 | NASNet-A | AmoebaNet-B | DARTS | RENASNet | PNAS | 26.0 | 26.0 | 26.70 | 24.30 | 25.80 | 25.80 | ||||||||||||||||||||
88 | https://arxiv.org/abs/1807.11626v3 | 29 May 2019 | MobileNetV1 | ShuffleNet (2x) | CondenseNet (G=C=8) | AmoebaNet-A | DARTS | 29.4 | 27.4 | 26.20 | 25.50 | 26.90 | 26.90 | ||||||||||||||||||||
89 | https://arxiv.org/abs/1806.02639 | 7 Jun 2018 | 1.0 MobileNet-224 | NASNet-C (N = 3) | CondenseNet (G1 = G3 = 8) | CondenseNet (G1 = G3 = 4) | NASNet-A (N = 4) | 29.4 | 27.5 | 29.00 | 26.20 | 26.00 | 26.20 | ||||||||||||||||||||
90 | https://arxiv.org/abs/1802.01548 | 5 Feb 2018 | Incep-ResNet V2 | ResNeXt-101 | GeNet-2 | Block-QNN-B | Hierarchical | 19.6 | 19.1 | 27.9 | 24.3 | 20.3 | 20.30 | ||||||||||||||||||||
92 | https://arxiv.org/abs/1712.00559 | 2 Dec 2017 | MobileNet-224 | ShuffleNet | NASNet-A | ResNeXt-101 | PolyNet | 29.4 | 29.1 | 26 | 19.1 | 18.7 | 26.00 | ||||||||||||||||||||
93 | https://arxiv.org/abs/1709.01507 | 5 Sep 2017 | ResNet-50 | ResNet-101 | ResNet-152 | ResNeXt-50 | BN-Inception | 24.7 | 23.6 | 23.00 | 22.20 | 25.20 | 23.00 | ||||||||||||||||||||
94 | https://arxiv.org/abs/1707.07012 | 21 Jul 2017 | Inception V2 | Inception V3 | Inception ResNet V2 | Inception V1 | MobileNet-224 | 25.2 | 21.2 | 19.90 | 30.20 | 29.40 | 25.20 | ||||||||||||||||||||
95 | https://arxiv.org/abs/1705.09914 | 28 May 2017 | ResNet-18 | DRN-A-18 | ResNet-34 | DRN-A-34 | ResNet-50 | 30.43 | 28.00 | 27.73 | 24.81 | 24.01 | 24.81 | ||||||||||||||||||||
96 | https://arxiv.org/abs/1704.04861 | 17 Apr 2017 | GoogleNet | VGG 16 | Squeezenet | AlexNet | NA | 30.2 | 28.5 | 42.50 | 42.80 | NA | 36.35 | ||||||||||||||||||||
97 | https://arxiv.org/abs/1611.05431 | 16 Nov 2016 | ResNet-50 | ResNet-101 | ResNeXt-50 | ResNeXt-101 | NA | 23.9 | 22.0 | 23.00 | 21.70 | NA | 22.35 | ||||||||||||||||||||
98 | https://arxiv.org/abs/1608.06993 | 25 Aug 2016 | ResNet-34 | ResNet-50 | NA | NA | NA | 26.2 | 23.6 | NA | NA | NA | 24.90 | ||||||||||||||||||||
99 | https://arxiv.org/abs/1608.02201 | 7 Aug 2016 | AlexNet | GoogLeNet | NA | NA | NA | 40.7 | 30.2 | NA | NA | NA | 35.45 | ||||||||||||||||||||
100 | https://arxiv.org/abs/1602.07360 | 4 Nov 2016 | AlexNet | NA | NA | NA | NA | 40.7 | NA | NA | NA | NA | 40.70 | ||||||||||||||||||||
101 | https://arxiv.org/abs/1512.00567 | 2 Dec 2015 | GoogLeNet | BN-Inception | NA | NA | NA | 29 | 25.20 | NA | NA | NA | 25.20 | ||||||||||||||||||||
102 | https://arxiv.org/abs/1409.1556 | 10 Apr 2015 | MSRA (He et al., 2014) | (Zeiler & Fergus, 2013) (6 nets) | (Zeiler & Fergus, 2013) (1 net) | (Krizhevsky et al., 2012) (5 nets) | NA | 27.9 | 36.0 | 37.50 | 38.10 | 37.80 | |||||||||||||||||||||
103 | http://proceedings.neurips.cc/paper/2020/hash/d89a66c7c80a29b1bdbab0f2a1a94af8-Abstract.html | 23 Apr 2020 | Cross-Entropy (baseline) ResNet-50 MixUp | Cross-Entropy (baseline) ResNet-50 CutMix | Cross-Entropy (baseline) ResNet-50 AutoAugment | Cross-Entropy (baseline) ResNet-200 AutoAugment | NA | 22.6 | 21.4 | 21.80 | 19.40 | NA | 21.60 | ||||||||||||||||||||
104 | http://proceedings.neurips.cc/paper/2020/hash/3812f9a59b634c2a9c574610eaba5bed-Abstract.html | 15 Jun 2020 | ResNet-18 | Inception-V2 | ResNet-50 | HRNet-W18-C | W-ResNet-50 | 29.8 | 25.2 | 24.90 | 23.20 | 21.90 | 24.90 | ||||||||||||||||||||
105 | http://openaccess.thecvf.com/content_CVPR_2020/html/You_GreedyNAS_Towards_Fast_One-Shot_NAS_With_Greedy_Supernet_CVPR_2020_paper.html | 25 Mar 2020 | SCARLET-C | MobileNetV2 1.0 | MnasNet-A1 | Proxyless-R (mobile) | SCARLET-A | 24.4 | 28 | 24.80 | 25.40 | 23.70 | 24.80 | ||||||||||||||||||||
106 | http://openaccess.thecvf.com/content_CVPR_2020/html/Radosavovic_Designing_Network_Design_Spaces_CVPR_2020_paper.html | ||||||||||||||||||||||||||||||||
107 | http://openaccess.thecvf.com/content_CVPR_2020/html/Lu_MUXConv_Information_Multiplexing_in_Convolutional_Neural_Networks_CVPR_2020_paper.html | 31 Mar 2020 | MnasNet-A2 | FBNet-C | EfficientNet-B0 | NA | NA | 24.4 | 25.1 | 23.70 | NA | NA | 24.40 | ||||||||||||||||||||
108 | http://openaccess.thecvf.com//content/CVPR2021/html/Vaswani_Scaling_Local_Self-Attention_for_Parameter_Efficient_Visual_Backbones_CVPR_2021_paper.html | ||||||||||||||||||||||||||||||||
109 | http://openaccess.thecvf.com//content/CVPR2021/html/Srinivas_Bottleneck_Transformers_for_Visual_Recognition_CVPR_2021_paper.html | ||||||||||||||||||||||||||||||||
110 | http://openaccess.thecvf.com//content/CVPR2021/html/Li_Involution_Inverting_the_Inherence_of_Convolution_for_Visual_Recognition_CVPR_2021_paper.html | ||||||||||||||||||||||||||||||||
111 | http://openaccess.thecvf.com//content/CVPR2021/html/Ding_RepVGG_Making_VGG-Style_ConvNets_Great_Again_CVPR_2021_paper.html | ||||||||||||||||||||||||||||||||
112 | http://openaccess.thecvf.com//content/CVPR2021/html/Collier_Correlated_Input-Dependent_Label_Noise_in_Large-Scale_Image_Classification_CVPR_2021_paper.html |