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 144 models

#	Model	Domain	Task	Params ↑	GFLOPs	VRAM	Score	Speed	Arch	Source
1	XLSR	Edge/Mobile	Super Resolution	0.03M	—	0 MB	——	—	—	Qualcomm AI Hub
2	QuickSRNetSmall	Edge/Mobile	Super Resolution	0.03M	—	0 MB	——	—	—	Qualcomm AI Hub
3	QuickSRNetMedium	Edge/Mobile	Super Resolution	0.06M	—	0 MB	——	—	—	Qualcomm AI Hub
4	SINet	Edge/Mobile	Segmentation	0.09M	—	0 MB	——	—	—	Qualcomm AI Hub
5	MediaPipe-Selfie-Segmentation	Edge/Mobile	Segmentation	0.11M	—	0 MB	——	—	—	Qualcomm AI Hub
6	SESR-M5	Edge/Mobile	Super Resolution	0.34M	—	0 MB	——	—	—	Qualcomm AI Hub
7	QuickSRNetLarge	Edge/Mobile	Super Resolution	0.44M	—	1 MB	——	—	—	Qualcomm AI Hub
8	DnCNN	Edge/Mobile	image editing	0.56M	—	1 MB	——	—	—	Qualcomm AI Hub
9	Lightweight-Face-Detection	Edge/Mobile	Object Detection	0.88M	—	1 MB	——	—	—	Qualcomm AI Hub
10	MobileFaceNet	Edge/Mobile	Object Detection	1.00M	—	2 MB	——	—	—	Qualcomm AI Hub
11	LiteHRNet	Edge/Mobile	Pose Estimation	1.11M	—	3 MB	——	—	—	Qualcomm AI Hub
12	GKT	Edge/Mobile	driver assistance	1.18M	—	3 MB	——	—	—	Qualcomm AI Hub
13	Real-ESRGAN-General-x4v3	Edge/Mobile	Super Resolution	1.21M	—	1 MB	——	—	—	Qualcomm AI Hub
14	SqueezeNet-1.1	Edge/Mobile	Image Classification	1.24M	—	1 MB	——	—	—	Qualcomm AI Hub
15	CVT	Edge/Mobile	driver assistance	1.33M	—	3 MB	——	—	—	Qualcomm AI Hub
16	Shufflenet-v2	Edge/Mobile	Image Classification	1.37M	—	2 MB	——	—	—	Qualcomm AI Hub
17	NAFSSR	Edge/Mobile	Super Resolution	1.54M	—	4 MB	——	—	—	Qualcomm AI Hub
18	SRGAN	Edge/Mobile	Super Resolution	1.55M	—	2 MB	——	—	—	Qualcomm AI Hub
19	YoloV5-Face	Edge/Mobile	Object Detection	1.87M	—	4 MB	——	—	—	Qualcomm AI Hub
20	StereoNet	Edge/Mobile	Depth Estimation	1.94M	—	5 MB	——	—	—	Qualcomm AI Hub
21	MNASNet05	Edge/Mobile	Image Classification	2.21M	—	5 MB	——	—	—	Qualcomm AI Hub
22	Movenet	Edge/Mobile	Pose Estimation	2.33M	—	6 MB	——	—	—	Qualcomm AI Hub
23	YOLOv10-Detection	Edge/Mobile	Object Detection	2.33M	—	3 MB	——	—	—	Qualcomm AI Hub
24	YOLO26-Detection	Edge/Mobile	Object Detection	2.40M	—	6 MB	——	—	—	Qualcomm AI Hub
25	Person-Foot-Detection	Edge/Mobile	Object Detection	2.53M	—	3 MB	——	—	—	Qualcomm AI Hub
26	MobileNet-v3-Small	Edge/Mobile	Image Classification	2.54M	—	6 MB	——	—	—	Qualcomm AI Hub
27	EyeGaze	Edge/Mobile	gaze estimation	2.58M	—	6 MB	——	—	—	Qualcomm AI Hub
28	YOLOv11-Detection	Edge/Mobile	Object Detection	2.64M	—	3 MB	——	—	—	Qualcomm AI Hub
29	OSNet	Edge/Mobile	video object tracking	2.68M	—	3 MB	——	—	—	Qualcomm AI Hub
30	YOLO26-Segmentation	Edge/Mobile	Segmentation	2.70M	—	6 MB	——	—	—	Qualcomm AI Hub
31	YOLOv11-Segmentation	Edge/Mobile	Segmentation	2.89M	—	7 MB	——	—	—	Qualcomm AI Hub
32	YOLOv11-Pose	Edge/Mobile	Pose Estimation	2.90M	—	7 MB	——	—	—	Qualcomm AI Hub
33	YOLO26-Pose	Edge/Mobile	Pose Estimation	2.97M	—	7 MB	——	—	—	Qualcomm AI Hub
34	YOLOv8-Detection	Edge/Mobile	Object Detection	3.18M	—	4 MB	——	—	—	Qualcomm AI Hub
35	Posenet-Mobilenet	Edge/Mobile	Pose Estimation	3.31M	—	4 MB	——	—	—	Qualcomm AI Hub
36	YOLOv8-Segmentation	Edge/Mobile	Segmentation	3.43M	—	8 MB	——	—	—	Qualcomm AI Hub
37	MobileNet-v2	Edge/Mobile	Image Classification	3.49M	—	8 MB	——	—	—	Qualcomm AI Hub
38	Segformer-Base	Edge/Mobile	Segmentation	3.75M	—	5 MB	——	—	—	Qualcomm AI Hub
39	D-FINE	Edge/Mobile	Object Detection	3.79M	—	9 MB	——	—	—	Qualcomm AI Hub
40	Yolo-R	Edge/Mobile	Object Detection	4.68M	—	11 MB	——	—	—	Qualcomm AI Hub
41	Yolo-v6	Edge/Mobile	Object Detection	4.68M	—	6 MB	——	—	—	Qualcomm AI Hub
42	EfficientNet-B0	Edge/Mobile	Image Classification	5.27M	—	13 MB	——	—	—	Qualcomm AI Hub
43	Facial-Landmark-Detection	Edge/Mobile	Pose Estimation	5.42M	—	7 MB	——	—	—	Qualcomm AI Hub
44	CREStereo	Edge/Mobile	Depth Estimation	5.43M	—	13 MB	——	—	—	Qualcomm AI Hub
45	MobileNet-v3-Large	Edge/Mobile	Image Classification	5.47M	—	13 MB	——	—	—	Qualcomm AI Hub
46	Mobile-VIT	Edge/Mobile	Image Classification	5.57M	—	13 MB	——	—	—	Qualcomm AI Hub
47	DeepLabV3-Plus-MobileNet	Edge/Mobile	Segmentation	5.80M	—	14 MB	——	—	—	Qualcomm AI Hub
48	Yolo-v4	Edge/Mobile	Object Detection	6.06M	—	15 MB	——	—	—	Qualcomm AI Hub
49	DDRNet23-Slim	Edge/Mobile	Segmentation	6.13M	—	7 MB	——	—	—	Qualcomm AI Hub
50	PPE-Detection	Edge/Mobile	Object Detection	6.19M	—	7 MB	——	—	—	Qualcomm AI Hub
51	Yolo-v7	Edge/Mobile	Object Detection	6.24M	—	7 MB	——	—	—	Qualcomm AI Hub
52	GoogLeNet	Edge/Mobile	Image Classification	6.62M	—	8 MB	——	—	—	Qualcomm AI Hub
53	SalsaNext	Edge/Mobile	Segmentation	6.71M	—	16 MB	——	—	—	Qualcomm AI Hub
54	LeViT	Edge/Mobile	Image Classification	7.82M	—	19 MB	——	—	—	Qualcomm AI Hub
55	DenseNet-121	Edge/Mobile	Image Classification	7.99M	—	10 MB	——	—	—	Qualcomm AI Hub
56	PidNet	Edge/Mobile	Segmentation	8.06M	—	10 MB	——	—	—	Qualcomm AI Hub
57	Yolo-X	Edge/Mobile	Object Detection	8.98M	—	11 MB	——	—	—	Qualcomm AI Hub
58	HRNetFace	Edge/Mobile	Object Detection	9.68M	—	12 MB	——	—	—	Qualcomm AI Hub
59	GPUNet	Edge/Mobile	Image Classification	10.5M	—	13 MB	——	—	—	Qualcomm AI Hub
60	Yolo-v3	Edge/Mobile	Object Detection	11.5M	—	28 MB	——	—	—	Qualcomm AI Hub
61	ResNet18	Edge/Mobile	Image Classification	11.7M	—	14 MB	——	—	—	Qualcomm AI Hub
62	ResNet-Mixed-Convolution	Edge/Mobile	Image Classification	11.7M	—	28 MB	——	—	—	Qualcomm AI Hub
63	FastSam-S	Edge/Mobile	Segmentation	11.8M	—	28 MB	——	—	—	Qualcomm AI Hub
64	Facial-Attribute-Detection	Edge/Mobile	Object Detection	12.1M	—	15 MB	——	—	—	Qualcomm AI Hub
65	EfficientFormer	Edge/Mobile	Image Classification	12.3M	—	30 MB	——	—	—	Qualcomm AI Hub
66	YOLO-WORLD	Edge/Mobile	Object Detection	12.7M	—	15 MB	——	—	—	Qualcomm AI Hub
67	EfficientNet-Lite4	Edge/Mobile	Image Classification	13.0M	—	31 MB	——	—	—	Qualcomm AI Hub
68	FFNet-40S	Edge/Mobile	Segmentation	13.9M	—	17 MB	——	—	—	Qualcomm AI Hub
69	AOT-GAN	Edge/Mobile	image editing	15.2M	—	36 MB	——	—	—	Qualcomm AI Hub
70	RegNet	Edge/Mobile	Image Classification	15.3M	—	18 MB	——	—	—	Qualcomm AI Hub
71	SixDRepNet	Edge/Mobile	Pose Estimation	15.3M	—	37 MB	——	—	—	Qualcomm AI Hub
72	Midas-V2	Edge/Mobile	Depth Estimation	16.6M	—	20 MB	——	—	—	Qualcomm AI Hub
73	ESRGAN	Edge/Mobile	Super Resolution	16.7M	—	40 MB	——	—	—	Qualcomm AI Hub
74	Real-ESRGAN-x4plus	Edge/Mobile	Super Resolution	16.7M	—	20 MB	——	—	—	Qualcomm AI Hub
75	RTMPose-Body2d	Edge/Mobile	Pose Estimation	17.9M	—	43 MB	——	—	—	Qualcomm AI Hub
76	FFNet-54S	Edge/Mobile	Segmentation	18.0M	—	22 MB	——	—	—	Qualcomm AI Hub
77	EfficientNet-B4	Edge/Mobile	Image Classification	19.3M	—	46 MB	——	—	—	Qualcomm AI Hub
78	ResNet34-SSD	Edge/Mobile	Object Detection	20.0M	—	48 MB	——	—	—	Qualcomm AI Hub
79	CenterNet-2D	Edge/Mobile	Object Detection	20.2M	—	48 MB	——	—	—	Qualcomm AI Hub
80	CenterNet-3D	Edge/Mobile	driver assistance	20.6M	—	49 MB	——	—	—	Qualcomm AI Hub
81	CenterNet-Pose	Edge/Mobile	Pose Estimation	20.6M	—	49 MB	——	—	—	Qualcomm AI Hub
82	Yolo-v5	Edge/Mobile	Object Detection	21.2M	—	51 MB	——	—	—	Qualcomm AI Hub
83	EfficientNet-V2-s	Edge/Mobile	Image Classification	21.4M	—	51 MB	——	—	—	Qualcomm AI Hub
84	CenterPoint	Edge/Mobile	driver assistance	21.8M	—	52 MB	——	—	—	Qualcomm AI Hub
85	RepViT	Edge/Mobile	Image Classification	22.9M	—	55 MB	——	—	—	Qualcomm AI Hub
86	Inception-v3	Edge/Mobile	Image Classification	23.9M	—	29 MB	——	—	—	Qualcomm AI Hub
87	EfficientViT-b2-cls	Edge/Mobile	Image Classification	24.3M	—	58 MB	——	—	—	Qualcomm AI Hub
88	Depth-Anything	Edge/Mobile	Depth Estimation	24.7M	—	59 MB	——	—	—	Qualcomm AI Hub
89	Depth-Anything-V2	Edge/Mobile	Depth Estimation	24.7M	—	59 MB	——	—	—	Qualcomm AI Hub
90	Depth-Anything-V3	Edge/Mobile	Depth Estimation	24.7M	—	59 MB	——	—	—	Qualcomm AI Hub
91	ResNeXt50	Edge/Mobile	Image Classification	25.0M	—	30 MB	——	—	—	Qualcomm AI Hub
92	ResNet50	Edge/Mobile	Image Classification	25.5M	—	31 MB	——	—	—	Qualcomm AI Hub
93	DLA-102-X	Edge/Mobile	Image Classification	26.3M	—	63 MB	——	—	—	Qualcomm AI Hub
94	FFNet-78S-LowRes	Edge/Mobile	Segmentation	26.8M	—	32 MB	——	—	—	Qualcomm AI Hub
95	BEVFormer	Edge/Mobile	driver assistance	27.0M	—	65 MB	——	—	—	Qualcomm AI Hub
96	FFNet-78S	Edge/Mobile	Segmentation	27.5M	—	33 MB	——	—	—	Qualcomm AI Hub
97	RTMDet	Edge/Mobile	Object Detection	27.5M	—	66 MB	——	—	—	Qualcomm AI Hub
98	Sequencer2D	Edge/Mobile	Image Classification	27.6M	—	33 MB	——	—	—	Qualcomm AI Hub
99	HRNetPose	Edge/Mobile	Pose Estimation	28.5M	—	34 MB	——	—	—	Qualcomm AI Hub
100	RF-DETR	Edge/Mobile	Object Detection	28.5M	—	68 MB	——	—	—	Qualcomm AI Hub
101	ConvNext-Tiny	Edge/Mobile	Image Classification	28.6M	—	69 MB	——	—	—	Qualcomm AI Hub
102	Swin-Tiny	Edge/Mobile	Image Classification	28.8M	—	69 MB	——	—	—	Qualcomm AI Hub
103	InternImage	Edge/Mobile	Image Classification	30.6M	—	73 MB	——	—	—	Qualcomm AI Hub
104	Unet-Segmentation	Edge/Mobile	Segmentation	31.0M	—	37 MB	——	—	—	Qualcomm AI Hub
105	ResNet-2Plus1D	Edge/Mobile	Image Classification	31.5M	—	38 MB	——	—	—	Qualcomm AI Hub
106	FFNet-122NS-LowRes	Edge/Mobile	Segmentation	32.1M	—	39 MB	——	—	—	Qualcomm AI Hub
107	FCN-ResNet50	Edge/Mobile	Segmentation	33.0M	—	40 MB	——	—	—	Qualcomm AI Hub
108	ResNet-3D	Edge/Mobile	Image Classification	33.4M	—	40 MB	——	—	—	Qualcomm AI Hub
109	Detectron2-Detection	Edge/Mobile	Object Detection	33.8M	—	81 MB	——	—	—	Qualcomm AI Hub
110	DeepLabV3-ResNet50	Edge/Mobile	Segmentation	39.6M	—	95 MB	——	—	—	Qualcomm AI Hub
111	DeformableDETR	Edge/Mobile	Object Detection	40.0M	—	96 MB	——	—	—	Qualcomm AI Hub
112	DeepLabXception	Edge/Mobile	Segmentation	41.3M	—	99 MB	——	—	—	Qualcomm AI Hub
113	DETR-ResNet50	Edge/Mobile	Object Detection	41.4M	—	99 MB	——	—	—	Qualcomm AI Hub
114	Inception-v4	Edge/Mobile	Image Classification	42.6M	—	51 MB	——	—	—	Qualcomm AI Hub
115	Conditional-DETR-ResNet50	Edge/Mobile	Object Detection	43.6M	—	105 MB	——	—	—	Qualcomm AI Hub
116	BEVDet	Edge/Mobile	driver assistance	44.0M	—	106 MB	——	—	—	Qualcomm AI Hub
117	BEVFusion	Edge/Mobile	driver assistance	44.0M	—	106 MB	——	—	—	Qualcomm AI Hub
118	U2Net-Segmentation	Edge/Mobile	Segmentation	44.0M	—	106 MB	——	—	—	Qualcomm AI Hub
119	ResNet101	Edge/Mobile	Image Classification	44.5M	—	53 MB	——	—	—	Qualcomm AI Hub
120	LaMa-Dilated	Edge/Mobile	image editing	45.6M	—	109 MB	——	—	—	Qualcomm AI Hub
121	MaskRCNN	Edge/Mobile	Segmentation	46.4M	—	111 MB	——	—	—	Qualcomm AI Hub
122	Simple-Bev	Edge/Mobile	image generation	49.7M	—	119 MB	——	—	—	Qualcomm AI Hub
123	Swin-Small	Edge/Mobile	Image Classification	50.4M	—	121 MB	——	—	—	Qualcomm AI Hub
124	YOLOE-Segmentation	Edge/Mobile	Segmentation	53.5M	—	128 MB	——	—	—	Qualcomm AI Hub
125	DDColor	Edge/Mobile	image editing	56.3M	—	68 MB	——	—	—	Qualcomm AI Hub
126	DETR-ResNet101	Edge/Mobile	Object Detection	60.3M	—	145 MB	——	—	—	Qualcomm AI Hub
127	EfficientViT-l2-cls	Edge/Mobile	Image Classification	63.7M	—	153 MB	——	—	—	Qualcomm AI Hub
128	CavaFace	Edge/Mobile	Object Detection	65.5M	—	157 MB	——	—	—	Qualcomm AI Hub
129	PSPNet	Edge/Mobile	Segmentation	65.7M	—	158 MB	——	—	—	Qualcomm AI Hub
130	NAFNet-DeBlur	Edge/Mobile	image editing	67.9M	—	163 MB	——	—	—	Qualcomm AI Hub
131	WideResNet50	Edge/Mobile	Image Classification	68.9M	—	83 MB	——	—	—	Qualcomm AI Hub
132	HRNet-W48-OCR	Edge/Mobile	Segmentation	70.3M	—	169 MB	——	—	—	Qualcomm AI Hub
133	FastSam-X	Edge/Mobile	Segmentation	72.2M	—	173 MB	——	—	—	Qualcomm AI Hub
134	ACT	Edge/Mobile	robotics	83.9M	—	201 MB	——	—	—	Qualcomm AI Hub
135	VIT	Edge/Mobile	Image Classification	86.6M	—	104 MB	——	—	—	Qualcomm AI Hub
136	Video-MAE	Edge/Mobile	Image Classification	87.7M	—	210 MB	——	—	—	Qualcomm AI Hub
137	ConvNext-Base	Edge/Mobile	Image Classification	88.6M	—	213 MB	——	—	—	Qualcomm AI Hub
138	ConvNextV2-Base	Edge/Mobile	Image Classification	88.7M	—	213 MB	——	—	—	Qualcomm AI Hub
139	NASNet	Edge/Mobile	Image Classification	88.7M	—	213 MB	——	—	—	Qualcomm AI Hub
140	ResNeXt101	Edge/Mobile	Image Classification	88.7M	—	106 MB	——	—	—	Qualcomm AI Hub
141	Swin-Base	Edge/Mobile	Image Classification	88.8M	—	213 MB	——	—	—	Qualcomm AI Hub
142	SwinV2-Base	Edge/Mobile	Image Classification	88.8M	—	213 MB	——	—	—	Qualcomm AI Hub
143	StateTransformer	Edge/Mobile	driver assistance	90.7M	—	218 MB	——	—	—	Qualcomm AI Hub
144	Beit	Edge/Mobile	Image Classification	92.0M	—	221 MB	——	—	—	Qualcomm AI Hub