jweek/mask_maker 🖼️🔢📝 → ❓

▶️ 543 runs 📅 Oct 2024 ⚙️ Cog 0.13.0
image-object-detection image-segmentation

About

Uses DINO to detect regions and further refines them with SAM. Returns masking data as RLE encoded JSON.

Example Output

Output

{"meta":{"threshold":0.2,"request_id":"3ccde1d2-f216-41e4-bd03-6b7c6b728ad6","term_count":3,"image_width":1024,"mask_output":"background:!person-dog-horse;rider:person+horse;dogs:dog;","mask_prompt":"person.,horse,dog","image_height":1024,"request_date":"2025-06-24 20:10:08","mask_encoding":"coco_rle","detection_count":6,"mask_maker_version":"1.3.5"},"terms":[{"term":"person","single_flg":true},{"term":"horse","single_flg":false},{"term":"dog","single_flg":false}],"mask_data":[{"mask_rle":{"size":[1024,1024],"counts":"0Uec36cZ]L3M4_NGTSO<dl0BVRO7T18bl00\SO2al01\SO1cl02YSO1el01XSO2fl00VSO4il0MRSO8ml0JlRO;Tm0Y1N2O1O1O1O1O1N1O010O10O1M30O100O100\TO\Mli0d2oUOdMni0]2oUOgMoi0\2hUOmMVj0Y2YUOTNdj0f3M4M3L4L3M2N101N1O101O001N2O2N1O1N3N1O2VXOWJZe0j5dZOZJYe0h5dZO[JZe0g5UZOmImN<mf0k5lYOTJQO3Rg0k5iYOYJnNOYg0g5gYOQKXf0j4hYO\KWf0b4hYOcKVf0X4lYOlKSf0o3oYOULPf03UZOfLke0X3QZOoLoe0h2VZO\\Mie0d2PZOcMPf0WOnXO\\N>V20i0df0cNPZOS4Pf0lKXZOOhNR2Qg0QNYZOGgNX2Pg0UNYZO\\OkN^2mf0YNYZOPOnNg2if0[N]ZObNQOP3ef0N[O[1fd0hNV[OW1md0jNP[OV1Qe0mNmZOP1Ve0ROgZO>je0DSZO5Uf0LiYOM^f06_YOEgf0=WYO_Omf0c0oXOZOVg0h0gXOVO\\g0k0bXOQOcg0Q1ZXOlNig0V1TXOjNng0X1oWOgNSh0Z1kWOeNVh0^1gWOaNZh0b1cWO]N_h0d1^WO]Nbh0f1[WOYNgh0h1VWOXNkh0k1RWOUNnh0n1nVORNTi0o1iVOPNYi0R2dVOnM]i0T2VOmMi0U2]VOkMdi0W2YVOiMhi0Y2VVOgMki0\\2PVOeMPj0T4101O00001O0000001O00001O00001O00001O0101O1N3N2M3bVOYJ_h0i5YWO_Jdh06O2N2M2O2N2M3N1O2N2M2O1O2N1O1N201N100a0@0OEiHmWOW7og0mHPXOT7kg0PIVXOP7fg0TIYXOm6cg0WI\XOj6g0YIXOg6]g0]IhXO^6Tg0fImXOX6Pg0lIPYOW4NYLof0GoXOk39[Lef0OPYOc3c0ZLZf05RYO_3m0VLoe0=TYORO2\3Q1TMde00[YOgN:3l0XM\e0c0[ZOS2=XMVe0f0^ZOo1a0ZMmd0i0bZOl1c0\Mgd0k0fZOf1g0_MZd0R1P[O\1k0bMbc0VOcZOn1P1Y1m0fMcc0lN_ZOV2Q1W1o0iMdc0P1][OV1R1jM^c0Q1a[OR1T1mMXc0T1c[On0X1mMRc0W1f[Oj0\1nMkb0Z1i[Og0_1nMfb0\1k[Oe0a1oMbb0^1m[O0e1QN[b0a1P\\O=g1RNk>lNeAf2iM:j1SNg>QObAc2mM8m1SNc>SOk_O3N2G5P2UN^>UOg_O9OZ2L1S2WNY>VOe_O>OV20MV2YNT>XOc_Oa00R23I[2ZNn=\O_Oc02P25E]2\\Nk=]O^_Oc04Q26A2]Ng=A[Ob07P27^Oc2_Nc=AZ_Oc09P27[Og2_N_=DV_Oe0;o19WOj2aNZ=EU_Og0=m1:TOn2aNV=HQ_Oi0KdN0W30QOR3aNQ=Ln^Ok0MaNa0X30lNW3cNm<j1X_Oh0e0jNY3aNj<T2P_Oa0n0jNZ3_Ng<h5Q@hKZ3_Nd<i5T@RJVOh0S4[Oc<j5RAkJ\\2ZOa<k5h@PJVNj0b4ZO<l5d@TJZNg0b4XO_<m5b@YJ\Nc0c4VO_<l5@_J^N?d4UO]<m5^@cJaN<d4SO]<l5\\@iJdN7d4SO[<l5Z@oJgN3e4POZ<j5\\@UKeN1f4POW<i5Z@\\KiNKh4nNU<j5[@]KhNLh4lNT<k5\\@^KhNKi4kNR<l5[@aKjNIi4hNS<j5W@mKmN@he0c4Y[OPLoN^Ofe0c4W[OSLSOZOee0d4T[OVLXOVOce0e4mZO\\L@oNbe0g4gZOLGiNe0i4hZO_LHiN]e0g7cZOYH[e0i7eZOWHXe0l7hZOUHUe0m7kZOSHSe0o7mZOQHRe0P8nZOQHod0Q8Q[OoGnd0R8R[OoGld0R8T[OnGkd0S8U[OmGjd0T8V[OlGid0U8W[OlGgd0T8Z[OlGfd0T8Z[OlGed0U7][OVHMf0ed0j6k[O^H@h0ed0f6P\\OaH[Oj0dd0b6V\\ObHVOl0cd06^\OHnNQ1dd0]6a\\OaHkNR1dd0[6c\\ObHjNS1bd0Y6i\\ObHeNV1ad0V6o\\OHaNZ1d0T6V]O[H\\Na1^d0S6_]OmIab0R6]OnI`b0Q6a]OoI^b0Q6d]OoI\b0n5g]OQJYb0n5h]ORJXb0m5j]ORJVb0l5n]ORJSb0l5o]OSJQb0l5P^OTJPb0j5T^OTJla0k5X^ORJia0l5[^OQJea0n5^OoIba0m5c^OQJ]a0l5h^ORJYa0i5l^OWJSa0f5R_OXJo0e5V_OXJl0d5Y_OYJh0d5c]OlITO?Zc0c5b]OWJmN5cc00V[Oh3[2fKkN1fc07_[Oe2CgM^2^OkNMhc0Fl[OX3XOMY2KiNEQe0o2oYOkLMMa2g0aNAX3GV=X3e^OiLi2j0RN]OV3OW=Q3j^OcLj2T1mMXOV33Y=m2PBkM_MTOX36Y=j2oAoM_MPOY37[=h2lATN_MlNY39^=e2iAXNMiNW3<b=a2eA]NbMdNW3?Q>Q2UAPObM^NX3a0S>o1QAXOMXN[3a0V>n1n@^O^MRN^3b0Y>l1h@DMlM3d0]>g1@MbMhM3e0a>c1[@2dMfM3e0f>^1T@:l1XNT>[1j_Oc0Q2RN[>U1a_Om0R2oM>Q1[_OT1T2kMb>P1X_OZ1R2fMh>o0S_O1S2aMl>k0n^Oj1U2[Mn>j0k^On1U2YMQ?g0g^OU2W2TMU?c0^O_2Y2nL[??X^Ol2W2gLb?:W^OT3S2cLg?0]^O3i1Ll?M[^Oi3d1[LS0KV^Om3d1ZLW0HT^OP4b1YL]0EP^OT4a1XL0Cn]OZ4\\1TLh`0Al]Oa4U1mKSa0Af]Oj4n0fK^a0_Ob]OR5i0`Kga0^O_]OY5a0ZKSb0]Oo\\O@mNo5i1VK]b0[Od\\OLQOh5g1SKeb0YO_\\O0UOi5_1oJnb0XO[\\O4WO^ONZ6W1oJYc0UOW\\O<\\Oh5:\\I0\\1Td0TOT\\O>^OR8^d0`GQ\\Oa0Am7`d0bGn[Oc0@k7cd0bGl[Ob9Yd0^Fe[O_9_d0aFa[O[9cd0eF][OX9gd0gFX[OV9md0iFS[OT9Qe0kFoZOT1DY6ae0bHkZOU1DW6de0bHiZOP9\\e0lFfZOR9Tf0N3N101O001N101O001O0jMoYO]JRf0V5dZO`J^e0^5kZOXJXe0g5P[OnISe0R6^2000O1O10O01O100O010O10000O100O2O1O1N2N2O1N2O0O2O1O1N2O0O2O1N101N1O2O0O2N2N101N100O2O1N2O0O2O001N2O0O2O1N2N101O0O2O1N10001N2O0O2O00UN_XOXK_g0f4fXOXKYg0g4kXOXKTg0f4oXOZKof0e4TYOZKlf0U3cXOdLe06ff0l2QYOkL=8af0j2WYOjL;;^f0c2`YOnL8=Vf0e2eYOjL9?Rf0e2jYOgL7c0_1gNba0n3o\\O`L5j0V1SO^a0a3\\_O[MROZO_a0Y3b_O\\MmN^O`a0T3f_O^MhN_Oaa0R3k_O^MbNBba0n2P@_M\\NDda0k2V@^MTNHea0j2Y@^MoMJha0f2U@cLnKn0R2Kia0c2X@fLnKl0b1UO\\Nj0lc0]2Y@jLmKk0\\1;^b0n1[@nLiKk0Y1<cb0i1\\@RMhKj0T1>hb0c1_@VMeKj0j0e0Qc0[1`@XMeK_3kc0XOa@ZMdK]3kc0YOa@[MdK[3kc0YOb@]MdKY3ic0[Ob@]MdKW3kc0]O`@]MeKU3jc0@`@\\MfKR3kc0B_@\\MhKo2ic0G^@[MhKm2ic0K^@YMiKj2gc00`@WMiKf2gc06_@UMkK`2gc0=^@SMlKT2Pd0k0S@RMlKo1Ud0o0P@RMkKk1Wd0T1n_ORMlKe1Xd0[1k_ORMnK^1Yd0b1g_OQMQLJa00gc0X3e_OPMVL[OP11Wc0f3a_OoL\\LPOne0Q4f]OoLkb0P3T]OPMob0m2Q]OSMRc0l2l\\OTMVc0k2i\\OUMXc0k2g\\OUMZc0j2f\\OVM[c0j2d\\OVM\\c0j2d\\OUM]c0k2c\\OVM\\c0j2d\\OVM\\c0j2d\\OVM\\c0j2d\\OVM\\c0k2c\\OWM[c0j2nXOUL`3S1`c0o2_\\OVM\\c0k2c\\OZMYc0f2f\\O]MWc0d2h\\OaMSc0`2l\\OeMob0c2i\\ObMRc0`2l\\OeMPc0[2o\\OkMkb0V2T]OnMhb0T2V]OPN]MdMcd0^4n]OSNVMhMgd0W4P^OoNha0S1W^OWO_a0j0_^O[O\\a0h0a^OZO]a0g0b^O[O\\a0g0c^OYO\\a0h0c^OYO]a0g0c^OYO\\a0h0c^OYO\\a0h0d^OoMTNnL@:hc0j4c^OjMhb0X2X]OgMeMZMed0P5f]OaMfMfM`d0j4j]O]MiMjMZd05`[Om3\\2SNkMmMWd02g[Ok3W2SNlMUNRd0Mm[Oj3U2PNnM^Nlc0GT\\Oj3R2lMQNhNfc0^O\\\\Ol3m1lMSNnNec0RO`\\OS4h1nMPNXO`d0h2`]OQNmM[Ocd0dNW[O_3Y2dNgM_OYe0j1P]Oi0Qc0VLfZOU2Y2f1Rc0nK\\[Oi1b1T1kMbMYe0\\Ob[Oi1Z1W1SN_MRe0]Od[Ol1W1V1YN]M\\f0X1\\[OZ1\\N[MZf0X1Z[O]1aNXMXf0V1X[Oa1cNWMZf0R1T[Of1dNWM[f0n0S[Oj1dNXMZf0i0U[On1dNWMYf0g0U[OQ2eNVMWf0f0V[OS2eNVMWf0c0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Performance Metrics

1.63s Prediction Time
1.65s Total Time
All Input Parameters
{
  "image": "https://replicate.delivery/pbxt/NF9XC7Q3kgSy6AhDQaNGmSGRun6sBJHrYNwWsoiqIIxXR40z/image.png",
  "threshold": 0.2,
  "mask_format": "coco_rle",
  "mask_output": "background:!person-dog-horse;rider:person+horse;dogs:dog;",
  "mask_prompt": "person.,horse,dog"
}
Input Parameters
image (required) Type: string
Input image file path or URL
threshold Type: numberDefault: 0.2Range: 0 - 1
Confidence level for object detection
mask_format Type: stringDefault: coco_rle
RLE encoding format for masks. 'coco_rle' (default) or 'custom_rle'
mask_output Type: stringDefault:
Single-line DSL defining composite masks (overrides default one-per-term). Infix operators (left-to-right): `&` → AND, `|` or `+` → OR, `A - B` → A AND NOT(B), `-term` → NOT(term), `XOR`. Example: 'rider: man + horse; dog: dog'
mask_prompt Type: string
Comma-separated names of the objects to be detected
Output Schema

Output

Type: object

Example Execution Logs
Loading local image from: /tmp/tmpi0hp7wwyimage.png
Version Details
Version ID
cb9a02b44468ce24d72f60dfd95e74c9b2eee9b844371fef4550a125151ea14c
Version Created
June 24, 2025
Run on Replicate →