Model menurut task
Semua family yang disertakan library ini, dihasilkan dari registry model v1.7.0: 115 family pada 22 task.
Deteksi
47 familyKotak di sekeliling objek. Task yang menjadi dasar sebagian besar library ini.
n, s, m, l for detection and oriented boxes; n through xx for segmentation; x for pose
yolo9: t, s, m, c at 640 px; yolo9_p2: t, s at 640 px
n, s, m, l, x at 640 px
deim: n, s, m, l, x at 640 px
s, m, l, x at 640 px
rtdetr: r18, r34, r50, r50m, r101, l, x at 640 px; rtdetrv2: r18, r34, r50, r50m, r101 at 640 px; rtdetrv4: s, m, l, x at 640 px
s, m, l at 640 px
s, m, l at 800 px
s, m, l at 320 to 640 px
s, m, l, x at 640 px
t, s, m, l, x at 640 px
b at 640 px
n, t, s, m, l, x at 416 to 640 px
base, large at 768 px
e2b, e4b at 896 px
t, b at 800 px
1b, 2b, 8b at 448 px
224 at 224 px
450m, 3b at 512 px
3b at 2500 px
2, 3 at 384 to 512 px
t at 640 px
s, m, l at 640 px
b16, l14 at 960 to 1008 px
2b, 4b, 8b at 1024 px
7b at 1024 px
500m at 512 px
2b, 4b at 1440 px
resdcn18, dla34 at 512 px
r50ss, r50ssdc5, r50, r50refine, r50twostage at 800 px
r50, r50dc5, r101, r101dc5 at 800 px
r50, r50s5, swinl at 800 px
n, s, m, l at 320 to 800 px
r50 at 800 px
t, s, m, l, x at 640 px
r50 at 800 px
r50, r50v2 at 800 px
300 at 300 px
t, b at 448 px
t, b at 416 to 608 px
t, b, spp at 416 to 608 px
t, b at 416 to 608 px
Segmentasi
15 familyMask per instance, bukan kotak.
n, s, m, l for detection and oriented boxes; n through xx for segmentation; x for pose
n, s, m, l, x at 640 px
s, m, l, x at 640 px
t, s, m, l, x at 640 px
tiny at 1024 px
pico at 96 px
base, large, huge at 1024 px
large at 1008 px
7b at 1024 px
2b, 4b at 1440 px
s, b, l at 512 px
r50 at 800 px
Keypoint
7 familyKerangka dan landmark pada setiap instance yang terdeteksi.
n, s, m, l for detection and oriented boxes; n through xx for segmentation; x for pose
s, m, l, x at 640 px
s, m, l at 640 px
7b at 1024 px
w32 at 640 px
Klasifikasi
15 familySatu label untuk seluruh gambar, sekaligus backbone di balik semua task lain.
t, s, b at 224 px
n, s, m, l at 518 px
b0, b1, b2, b3 at 224 to 300 px
s, m, l at 224 to 256 px
18, 34, 50, 101 at 224 px
l256, h256, g256, g384 at 256 to 384 px
b at 224 px
t, s, b, l at 224 px
16, 19, 16bn, 19bn at 224 px
ti, s, b, l at 224 px
t, s, b at 224 px
Kotak berorientasi
4 familyKotak yang dirotasi, untuk citra udara dan apa pun yang tidak sejajar sumbu.
n, s, m, l for detection and oriented boxes; n through xx for segmentation; x for pose
rtdetr: r18, r34, r50, r50m, r101, l, x at 640 px; rtdetrv2: r18, r34, r50, r50m, r101 at 640 px; rtdetrv4: s, m, l, x at 640 px
s, m, l at 640 px
Kedalaman
8 familyJarak per piksel hanya dari satu gambar.
7b at 1024 px
l at 504 px
s, b, l, g at 518 px
b at 1024 px
s, l at 256 to 384 px
b, bnpu at 384 px
Segmentasi semantik
10 familySatu kelas untuk setiap piksel, tanpa memisahkan instance.
n, s, m, l at 518 px
s, b, l at 512 px
r50, r101 at 520 px
s, m, l at 1024 px
Segmentasi panoptik
2 familyMask semantik dan instance dalam satu proses.
7b at 1024 px
s, b, l at 512 px
Titik dan penghitungan
9 familySentroid alih-alih kotak, cukup ringan untuk mikrokontroler.
base, large at 768 px
3b at 2500 px
4b, 8b at 378 px
2, 3 at 384 to 512 px
2b, 4b, 8b at 1024 px
7b at 1024 px
2b at 1344 px
2b, 4b at 1440 px
Pengenalan teks
3 familyMenemukan dan membaca teks di dalam gambar.
7b at 1024 px
2b, 4b at 1440 px
t, l at 960 px
Embedding
7 familyVektor untuk pencarian, clustering, dan retrieval.
n, s, m, l at 518 px
l256, h256, g256, g384 at 256 to 384 px
l at 224 px
Arah pandang
1 familyKe mana seseorang sedang melihat.
r18, r34, r50, r101, r152 at 448 px
Deteksi tepi
3 familyKontur dan batas.
Normal permukaan
3 familyKe arah mana setiap permukaan menghadap.
b at 1024 px
s, b, l at 518 px
Matte Alfa
5 familyPotongan dengan kanal alfa, rambut dan tepi ikut terjaga.
2b, 4b at 1440 px
b at 1024 px
t, l at 1024 px
l at 1024 px
s at 512 px
Restorasi
7 familyDenoising, deblurring, dan upscaling.
s, l at 256 px
t at 256 px
m2 at 64 px
x4, x2, x4t at 64 px
s, m, l at 64 px
Robot policies
1 familyAction chunks from camera observations and robot state.
smolvla: base at 512 px; act_policy: base at 224 px; diffusion_policy: base at 224 px
3D detection
4 familyCamera-frame cuboids from a single image.
h at 896 px
r101 at 1600 px
l at 1008 px
Image generation
2 familyAn image from a text prompt, with the seed that makes it again.
4b at 1024 px
3D generation
1 familyThe whole object as 3D Gaussian splats, from one picture of it.