Model menurut task
Semua family yang disertakan library ini, dihasilkan dari registry model v1.5.0: 82 family pada 17 task.
Deteksi
40 familyKotak di sekeliling objek. Task yang menjadi dasar sebagian besar library ini.
n, s, m, l for detection, pose and oriented boxes; n through xx for segmentation
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 for detection at 640 px, n, s, m, l, x for oriented boxes at 1024 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
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
t, b at 800 px
1b, 2b, 8b at 448 px
224 at 224 px
450m at 512 px
3b at 2500 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
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
13 familyMask per instance, bukan kotak.
n, s, m, l for detection, pose and oriented boxes; n through xx for segmentation
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
s, b, l at 512 px
r50 at 800 px
Keypoint
5 familyKerangka dan landmark pada setiap instance yang terdeteksi.
n, s, m, l for detection, pose and oriented boxes; n through xx for segmentation
s, m, l, x at 640 px
s, m, l at 640 px
7b at 1024 px
Klasifikasi
12 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
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
2 familyKotak yang dirotasi, untuk citra udara dan apa pun yang tidak sejajar sumbu.
n, s, m, l for detection, pose and oriented boxes; n through xx for segmentation
rtdetr: r18, r34, r50, r50m, r101, l, x at 640 px; rtdetrv2: r18, r34, r50, r50m, r101 for detection at 640 px, n, s, m, l, x for oriented boxes at 1024 px; rtdetrv4: s, m, l, x at 640 px
Kedalaman
6 familyJarak per piksel hanya dari satu gambar.
7b at 1024 px
l at 504 px
s, b, l, g at 518 px
s, l at 256 to 384 px
b, bnpu at 384 px
Segmentasi semantik
7 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
3 familySentroid alih-alih kotak, cukup ringan untuk mikrokontroler.
3b at 2500 px
7b at 1024 px
Pengenalan teks
2 familyMenemukan dan membaca teks di dalam gambar.
7b at 1024 px
t, l at 960 px
Embedding
4 familyVektor untuk pencarian, clustering, dan retrieval.
n, s, m, l at 518 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
2 familyKe arah mana setiap permukaan menghadap.
s, b, l at 518 px
Matte Alfa
2 familyPotongan dengan kanal alfa, rambut dan tepi ikut terjaga.
t, l at 1024 px
l at 1024 px
Restorasi
3 familyDenoising, deblurring, dan upscaling.
s, l at 256 px
x4, x2, x4t at 64 px
s, m, l at 64 px