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Image Classification on ImageNet-1K 1.0 (test) with Performance Metrics

83.7Top-1 Acc

RepViT-M2.3

Updated 4d ago

Evaluation Results

Method
RepViT-M2.3 2023.07	83.7	2.3	1,184	-	-	-	-	-	-	-	-
FastViT-SA36 2024.04	83.6	-	-	-	241.6	4.3	-	-	186.5	206.3	138.1
EfficientFormerV2-L 2023.07	83.5	2.7	399	-	-	-	-	-	-	-	-
MIT-EfficientViT-B3-r224 2024.04	83.5	-	-	-	-	-	12.2	-	-	125.9	18.4
MNv4-Hybrid-L 2024.04	83.4	-	-	-	87.6	3.8	-	-	61.3	61.8	18.1
EfficientFormer-L7 2023.07	83.3	6.6	619	-	-	-	-	-	-	-	-
EfficientFormerV2-L 2023.07	83.3	2.7	399	-	-	-	-	-	-	-	-
RepViT-M2.3 2023.07	83.3	2.3	1,184	-	-	-	-	-	-	-	-
NextViT-B 2024.04	83.2	-	-	-	-	-	-	-	-	-	-
ConvNext-S 2024.04	83.1	-	-	-	314.9	3.7	-	-	45.2	243.9	18.5
SwiftFormer-L3 2023.07	83	2.9	1,474	-	-	-	-	-	-	-	-
MNv4-Conv-L 2024.04	82.9	-	-	-	59.9	2.4	3	20.8	37.6	43	13.2
MIT-EfficientViT-B2-r256 2024.04	82.7	-	-	-	-	-	5.4	-	-	64.9	9.5
MobileViG-B 2023.07	82.6	2.7	1,446	-	-	-	-	-	-	-	-
FastViT-SA24 2024.04	82.6	-	-	-	171.6	3.2	2.4	-	131.9	136.3	107.5
RepViT-M1.5 2023.07	82.5	1.5	2,151	-	-	-	-	-	-	-	-
EfficientFormer-L3 2023.07	82.4	2.7	1,422	-	-	-	-	-	-	-	-
RepViT-M1.5 2023.07	82.3	1.5	2,151	-	-	-	-	-	-	-	-
EfficientFormerV2-S2 2023.07	82	1.6	611	-	-	-	-	-	-	-	-
FastViT-SA12 2023.07	81.9	1.8	2,181	-	-	-	-	-	-	-	-
EfficientFormerV2-S2 2023.07	81.6	1.6	611	-	-	-	-	-	-	-	-
RepViT-M1.1 2023.07	81.2	1.1	3,604	-	-	-	-	-	-	-	-
FastViT-S12 2023.07	80.9	1.5	2,313	-	-	-	-	-	-	-	-
SwiftFormer-L1 2023.07	80.9	1.6	2,576	-	-	-	-	-	-	-	-
RepViT-M1.1 2023.07	80.7	1.1	3,604	-	-	-	-	-	-	-	-
MNv4-Hybrid-M 2024.04	80.7	-	-	-	14.3	1.5	-	-	17.9	10.8	5.9
MobileViG-M 2023.07	80.6	1.6	2,491	-	-	-	-	-	-	-	-
FastViT-SA12 2024.04	80.6	-	-	-	86.5	2	1.6	-	79.6	69.5	52.1
RepViT-M1.0 2023.07	80.3	1	3,910	-	-	-	-	-	-	-	-
RepViT-M1.0 2023.07	80	1	3,910	-	-	-	-	-	-	-	-
MNv4-Conv-M 2024.04	79.9	-	-	-	11.4	1.1	1.1	7.3	18.1	8.6	4.1
FastViT-S12 2024.04	79.8	-	-	-	83	1.8	1.6	-	75	69.2	47
EfficientFormerV2-S1 2023.07	79.7	1.1	1,153	-	-	-	-	-	-	-	-
MobileOne-S4 2024.04	79.4	-	-	-	26.7	1.7	1.5	9	28.6	19.4	5.9
MIT-EfficientViT-B1-r224 2024.04	79.4	-	-	-	-	-	2.4	-	-	18.1	5
EfficientFormer-L1 2023.07	79.2	1.4	3,360	-	-	-	-	-	-	-	-
RepViT-M0.9 2023.07	79.1	0.9	4,817	-	-	-	-	-	-	-	-
EfficientFormerV2-S1 2023.07	79	1.1	1,153	-	-	-	-	-	-	-	-
RepViT-M0.9 2023.07	78.7	0.9	4,817	-	-	-	-	-	-	-	-
SwiftFormer-S 2023.07	78.5	1.2	3,376	-	-	-	-	-	-	-	-
MobileNet-V2-2.0x 2024.04	78.4	-	-	-	13.9	1.1	1.5	6.9	19.1	10.6	4.2
MobileViG-S 2023.07	78.2	1.2	2,985	-	-	-	-	-	-	-	-
MultiHardware-AVG-1.5x 2024.04	78.2	-	-	-	12	1.1	-	6.1	20.3	-	4.5
MultiHardware-MAX-1.5x 2024.04	77.9	-	-	-	9.8	1	-	5.7	23.2	-	4.1
MobileNet-V2-1.5x 2024.04	76.8	-	-	-	9.3	0.9	1	5.6	16.4	7.3	3.3
FastViT-T8 2023.07	76.7	0.9	3,909	-	-	-	-	-	-	-	-
EfficientFormerV2-S0 2023.07	76.2	0.9	1,274	-	-	-	-	-	-	-	-
MobileViG-Ti 2023.07	75.7	1	4,337	-	-	-	-	-	-	-	-
SwiftFormer-XS 2023.07	75.7	1	4,304	-	-	-	-	-	-	-	-
EfficientFormerV2-S0 2023.07	75.7	0.9	1,274	-	-	-	-	-	-	-	-
FastViT-T8+ 2024.04	75.6	-	-	-	49.3	1.3	0.7	-	40.7	43.6	24.7
MobileNet-V1 2024.04	74	-	-	-	6.1	0.8	0.7	3.2	13	4.6	2.1
MNv4-Conv-S 2024.04	73.8	-	-	-	2.4	0.7	0.6	2.4	8.4	1.8	2
MobileNet-V2 2024.04	73.4	-	-	-	5	0.7	0.7	3.9	13.6	4.1	2.5
MobileOne-S0 2024.04	71.4	-	-	-	4.2	0.7	0.5	2.9	10.7	3.3	1.7
WaveMix-240/12 (3 level) 2022.05	70.02	-	610	205	-	-	-	-	-	-	-
MobileNet-V3L-0.5x 2024.04	69.2	-	-	-	2.4	0.8	0.45	3.5	9.9	2	2.1
MobileNet-V2-0.5x 2024.04	66	-	-	-	2.4	0.7	0.5	2.9	8.3	1.8	1.9
WaveMix-224/12 (2 level) 2022.05	65.9	-	1,250	385	-	-	-	-	-	-	-
ResNet-152 2022.05	65.86	-	758	344	-	-	-	-	-	-	-
ResNet-101 2022.05	64.6	-	725	487	-	-	-	-	-	-	-
ConvMixer-1024/12 2022.05	64.13	-	667	251	-	-	-	-	-	-	-
ConvMixer-512/16 2022.05	62.24	-	725	220	-	-	-	-	-	-	-
ResNet-50 2022.05	61.76	-	617	638	-	-	-	-	-	-	-
ConvMixer-512/12 2022.05	60.24	-	735	292	-	-	-	-	-	-	-
MobileNetv3-large 2022.05	58.89	-	481	492	-	-	-	-	-	-	-
ResNet-34 2022.05	57.02	-	410	414	-	-	-	-	-	-	-
ResNet-18 2022.05	55.12	-	439	450	-	-	-	-	-	-	-
WaveMix-Lite-128/8 2022.05	54.12	-	1,724	1,242	-	-	-	-	-	-	-
MobileNetv3-small 2022.05	51.57	-	229	255	-	-	-	-	-	-	-
ViT-B-16 2022.05	39.53	-	420	140	-	-	-	-	-	-	-
ViT-B-32 2022.05	30.11	-	1,613	1,595	-	-	-	-	-	-	-