Small Model Hub

3,618 efficient AI models across 9 domains · Charts · API

Domain

All (3,618)Vision (1,615)3D (743)Embedding (472)Multimodal (305)Edge/Mobile (172)Code (125)Speech (89)Video (49)NLP (48)

Task

All Tasks Image Classification (46)Object Detection (41)Segmentation (34)Pose Estimation (11)Super Resolution (10)driver assistance (9)image editing (6)Depth Estimation (6)image generation (4)video object tracking (2)robotics (1)gaze estimation (1)video generation (1)

Max Size≤10M ≤50M ≤100M ≤500M All

Max VRAM≤512MB ≤1GB ≤2GB ≤4GB ≤8GB All

Score

Raw Context (0-100)

Raw benchmark score — scale varies by task

Showing 46 models

#	Model	Domain	Task	Params ↑	GFLOPs	VRAM	Score	Speed	Arch	Source
1	SqueezeNet-1.1	Edge/Mobile	Image Classification	1.24M	—	1 MB	——	—	—	Qualcomm AI Hub
2	Shufflenet-v2	Edge/Mobile	Image Classification	1.37M	—	2 MB	——	—	—	Qualcomm AI Hub
3	MNASNet05	Edge/Mobile	Image Classification	2.21M	—	5 MB	——	—	—	Qualcomm AI Hub
4	MobileNet-v3-Small	Edge/Mobile	Image Classification	2.54M	—	6 MB	——	—	—	Qualcomm AI Hub
5	MobileNet-v2	Edge/Mobile	Image Classification	3.49M	—	8 MB	——	—	—	Qualcomm AI Hub
6	EfficientNet-B0	Edge/Mobile	Image Classification	5.27M	—	13 MB	——	—	—	Qualcomm AI Hub
7	MobileNet-v3-Large	Edge/Mobile	Image Classification	5.47M	—	13 MB	——	—	—	Qualcomm AI Hub
8	Mobile-VIT	Edge/Mobile	Image Classification	5.57M	—	13 MB	——	—	—	Qualcomm AI Hub
9	GoogLeNet	Edge/Mobile	Image Classification	6.62M	—	8 MB	——	—	—	Qualcomm AI Hub
10	LeViT	Edge/Mobile	Image Classification	7.82M	—	19 MB	——	—	—	Qualcomm AI Hub
11	DenseNet-121	Edge/Mobile	Image Classification	7.99M	—	10 MB	——	—	—	Qualcomm AI Hub
12	GPUNet	Edge/Mobile	Image Classification	10.5M	—	13 MB	——	—	—	Qualcomm AI Hub
13	ResNet18	Edge/Mobile	Image Classification	11.7M	—	14 MB	——	—	—	Qualcomm AI Hub
14	ResNet-Mixed-Convolution	Edge/Mobile	Image Classification	11.7M	—	28 MB	——	—	—	Qualcomm AI Hub
15	EfficientFormer	Edge/Mobile	Image Classification	12.3M	—	30 MB	——	—	—	Qualcomm AI Hub
16	EfficientNet-Lite4	Edge/Mobile	Image Classification	13.0M	—	31 MB	——	—	—	Qualcomm AI Hub
17	RegNet	Edge/Mobile	Image Classification	15.3M	—	18 MB	——	—	—	Qualcomm AI Hub
18	EfficientNet-B4	Edge/Mobile	Image Classification	19.3M	—	46 MB	——	—	—	Qualcomm AI Hub
19	EfficientNet-V2-s	Edge/Mobile	Image Classification	21.4M	—	51 MB	——	—	—	Qualcomm AI Hub
20	RepViT	Edge/Mobile	Image Classification	22.9M	—	55 MB	——	—	—	Qualcomm AI Hub
21	Inception-v3	Edge/Mobile	Image Classification	23.9M	—	29 MB	——	—	—	Qualcomm AI Hub
22	EfficientViT-b2-cls	Edge/Mobile	Image Classification	24.3M	—	58 MB	——	—	—	Qualcomm AI Hub
23	ResNeXt50	Edge/Mobile	Image Classification	25.0M	—	30 MB	——	—	—	Qualcomm AI Hub
24	ResNet50	Edge/Mobile	Image Classification	25.5M	—	31 MB	——	—	—	Qualcomm AI Hub
25	DLA-102-X	Edge/Mobile	Image Classification	26.3M	—	63 MB	——	—	—	Qualcomm AI Hub
26	Sequencer2D	Edge/Mobile	Image Classification	27.6M	—	33 MB	——	—	—	Qualcomm AI Hub
27	ConvNext-Tiny	Edge/Mobile	Image Classification	28.6M	—	69 MB	——	—	—	Qualcomm AI Hub
28	Swin-Tiny	Edge/Mobile	Image Classification	28.8M	—	69 MB	——	—	—	Qualcomm AI Hub
29	InternImage	Edge/Mobile	Image Classification	30.6M	—	73 MB	——	—	—	Qualcomm AI Hub
30	ResNet-2Plus1D	Edge/Mobile	Image Classification	31.5M	—	38 MB	——	—	—	Qualcomm AI Hub
31	ResNet-3D	Edge/Mobile	Image Classification	33.4M	—	40 MB	——	—	—	Qualcomm AI Hub
32	Inception-v4	Edge/Mobile	Image Classification	42.6M	—	51 MB	——	—	—	Qualcomm AI Hub
33	ResNet101	Edge/Mobile	Image Classification	44.5M	—	53 MB	——	—	—	Qualcomm AI Hub
34	Swin-Small	Edge/Mobile	Image Classification	50.4M	—	121 MB	——	—	—	Qualcomm AI Hub
35	EfficientViT-l2-cls	Edge/Mobile	Image Classification	63.7M	—	153 MB	——	—	—	Qualcomm AI Hub
36	WideResNet50	Edge/Mobile	Image Classification	68.9M	—	83 MB	——	—	—	Qualcomm AI Hub
37	VIT	Edge/Mobile	Image Classification	86.6M	—	104 MB	——	—	—	Qualcomm AI Hub
38	Video-MAE	Edge/Mobile	Image Classification	87.7M	—	210 MB	——	—	—	Qualcomm AI Hub
39	ConvNext-Base	Edge/Mobile	Image Classification	88.6M	—	213 MB	——	—	—	Qualcomm AI Hub
40	ConvNextV2-Base	Edge/Mobile	Image Classification	88.7M	—	213 MB	——	—	—	Qualcomm AI Hub
41	NASNet	Edge/Mobile	Image Classification	88.7M	—	213 MB	——	—	—	Qualcomm AI Hub
42	ResNeXt101	Edge/Mobile	Image Classification	88.7M	—	106 MB	——	—	—	Qualcomm AI Hub
43	Swin-Base	Edge/Mobile	Image Classification	88.8M	—	213 MB	——	—	—	Qualcomm AI Hub
44	SwinV2-Base	Edge/Mobile	Image Classification	88.8M	—	213 MB	——	—	—	Qualcomm AI Hub
45	Beit	Edge/Mobile	Image Classification	92.0M	—	221 MB	——	—	—	Qualcomm AI Hub
46	RegNet-Y-800MF	Edge/Mobile	Image Classification	—	—	—	——	—	—	Qualcomm AI Hub