TailSteer
Collection
TailSteer models for image editing. • 5 items • Updated
Datasets:
id stringlengths 3 3 | category stringclasses 2
values | size listlengths 2 2 | bbox listlengths 4 4 | keep_fraction float64 0.74 0.75 | rounds listlengths 10 10 | original_size listlengths 2 2 | crop_box listlengths 4 4 | image stringlengths 14 14 | image_sha256 stringlengths 64 64 | keep_mask stringlengths 13 13 | keep_mask_sha256 stringlengths 64 64 | original stringlengths 16 16 | original_sha256 stringlengths 64 64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
003 | openimages | [
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420
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{
"object": "a small strawberry",
"prompt": "Add a small strawberry only in the remaining empty white space inside the red rectangular border. Keep the red border unchanged in position, size, and thickness, and keep the remaining background inside it solid white; do not extend the surrounding scene into it.... | [
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004 | openimages | [
1024,
768
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{
"object": "a small white pebble",
"prompt": "Add a small white pebble only in the remaining empty white space inside the red rectangular border. Keep the red border unchanged in position, size, and thickness, and keep the remaining background inside it solid white; do not extend the surrounding scene into... | [
1024,
768
] | [
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] | images/004.png | e693ed8fb550657e78b850fd2d44fcd4601621611681c5ee4c0fe2bb54cb4796 | masks/004.png | 27ef0acf7f778eace81cfb773e3b4e09d91c5213a5ada7dc7a4ddfa464e9974e | original/004.png | 250c286755363ef67f9ff8e898bd64e2b4699f4f9cfa7a324fa29dcd4932a8ef |
005 | openimages | [
1024,
768
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{
"object": "a small yellow spool of thread",
"prompt": "Add a small yellow spool of thread only in the remaining empty white space inside the red rectangular border. Keep the red border unchanged in position, size, and thickness, and keep the remaining background inside it solid white; do not extend the su... | [
1024,
768
] | [
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] | images/005.png | d6db9a71451163593c1e49729c5c8c3448a6fe3133abae88ce63d8211ec297ac | masks/005.png | 4c1d09ad3667a33cb987fc50de8569b42048b5cf1ce91e0d91668fd377e1d8ff | original/005.png | 6c146e793e5b1f4746352cb2816e0ef8706e6dca8dea784ac51b0e27b10ce24d |
006 | openimages | [
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672
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{
"object": "a small yellow bowl",
"prompt": "Add a small yellow bowl only in the remaining empty white space inside the red rectangular border. Keep the red border unchanged in position, size, and thickness, and keep the remaining background inside it solid white; do not extend the surrounding scene into i... | [
1024,
683
] | [
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007 | openimages | [
1024,
672
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{
"object": "a small piece of watermelon",
"prompt": "Add a small piece of watermelon only in the remaining empty white space inside the red rectangular border. Keep the red border unchanged in position, size, and thickness, and keep the remaining background inside it solid white; do not extend the surround... | [
1024,
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] | [
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5,
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] | images/007.png | 4f714cca5cc6c4dc3441278c5d8544fca1984cfd411b9b50e983faf82b2eeae6 | masks/007.png | f1c72a4823da55108ef04628110adbd16edce973f18e81853ecab77ee5c7e9c5 | original/007.png | c73e8d30f00fa4c1ce7317fbbfda73c0f18de4d56e28b23689de11984439f5ab |
008 | openimages | [
1024,
608
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{
"object": "a small pink flower",
"prompt": "Add a small pink flower only in the remaining empty white space inside the red rectangular border. Keep the red border unchanged in position, size, and thickness, and keep the remaining background inside it solid white; do not extend the surrounding scene into i... | [
1024,
617
] | [
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] | images/008.png | 3653c4ed2e0c046d002660c0d219f1943f66131508b4b5b799eca3cd5aa8113f | masks/008.png | 0bda3ef21a75267bb16623fcc2d004f4e80dce268c09d96a58d497f5f645bf3b | original/008.png | 6d072636eaf4a96488d9aed48f01391c0087f18b6841d79385b58949c1195cc7 |
010 | openimages | [
1024,
640
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{
"object": "a small red toy car",
"prompt": "Add a small red toy car only in the remaining empty white space inside the red rectangular border. Keep the red border unchanged in position, size, and thickness, and keep the remaining background inside it solid white; do not extend the surrounding scene into i... | [
1024,
647
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3,
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] | images/010.png | bb14db5bfb6e2967c1d16e2d7b53c9787ccebe2fd9bca47ca01b7d8d7cd208d6 | masks/010.png | 85c2b1e81ed703a1ec4333f29407aa45472dcc1e79ea0f196d85246c241742c3 | original/010.png | d6aaf98754f2b28d12f2cf3b42d7863ef865a4893021dd19e3b55c68e7af2e70 |
011 | openimages | [
1024,
672
] | [
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{
"object": "a small potted succulent",
"prompt": "Add a small potted succulent only in the remaining empty white space inside the red rectangular border. Keep the red border unchanged in position, size, and thickness, and keep the remaining background inside it solid white; do not extend the surrounding sc... | [
1024,
680
] | [
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4,
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] | images/011.png | c9ac6e6104cc332434eb779620a4b27622cc6e75e6786458918150cfa1e86c6a | masks/011.png | 8ede0fa8d01e915d193d57fd45d969d2334d18afa219b4d79daaef317460a9c2 | original/011.png | dac82c0cd5fb3973836fef164377b1bb57350ab05d876e6a3f9655ec6c78d80e |
012 | openimages | [
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{
"object": "a small brown mushroom figurine",
"prompt": "Add a small brown mushroom figurine only in the remaining empty white space inside the red rectangular border. Keep the red border unchanged in position, size, and thickness, and keep the remaining background inside it solid white; do not extend the ... | [
764,
1024
] | [
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] | images/012.png | 9eaa0e0cb2be683d84f2c8878d29cac8ed3f104dfe833b81ec4d0841b1902e65 | masks/012.png | ae4ecbb09b23e0b2ce9aa1436bcb77739f99c385ff85115516fe0f8935cd5c87 | original/012.png | 7f60561ef02558688d9935760c607c19cac7c9caa1495286cd7b5cffe68978f3 |
013 | openimages | [
1024,
672
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{
"object": "a small red gift box",
"prompt": "Add a small red gift box only in the remaining empty white space inside the red rectangular border. Keep the red border unchanged in position, size, and thickness, and keep the remaining background inside it solid white; do not extend the surrounding scene into... | [
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683
] | [
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] | images/013.png | c9d1842ba0a54cbe3570f2e4f8fd9f23a8849a83b2d1a1ff66727bd909d3c33a | masks/013.png | d02c98a987e467dc8976f2c36c84239b193138f56565c71efdca0386578d48e2 | original/013.png | eddd4ea05be1d657774e9fef04f40ea09830820f4d89c8af0f23eee2bcbd1646 |
014 | openimages | [
1024,
768
] | [
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] | 0.75 | [
{
"object": "a small wooden box",
"prompt": "Add a small wooden box only in the remaining empty white space inside the red rectangular border. Keep the red border unchanged in position, size, and thickness, and keep the remaining background inside it solid white; do not extend the surrounding scene into it.... | [
1024,
768
] | [
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] | images/014.png | 7b76396f176ea010794c7ba729d379c0a507783663391d26adf9e4ae25fbd4e8 | masks/014.png | 5cad5f90dc3a9210b6a04737b52ef241e17536c17adfc9fa7df7a2d951acfc17 | original/014.png | 1cc3340e559df7bd648076ccf199916148daf1ff3045d58db194ce4c593e4816 |
016 | openimages | [
1024,
672
] | [
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{
"object": "a small yellow toy duck",
"prompt": "Add a small yellow toy duck only in the remaining empty white space inside the red rectangular border. Keep the red border unchanged in position, size, and thickness, and keep the remaining background inside it solid white; do not extend the surrounding scen... | [
1024,
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] | [
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] | images/016.png | 315b30ab83e526f60a4164b57801c20a3e69f3673f53ef124b7a88f785f414f0 | masks/016.png | d86fb25f427630fcf703929cfc7fa9a930a3ceab74c4ae07b0346558140e0c2a | original/016.png | 85417726fa14ff366bc5e2af3c9465e37f501fd5c27e4bbccdb5c95c7fa14d88 |
017 | openimages | [
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{
"object": "a small red toy car",
"prompt": "Add a small red toy car only in the remaining empty white space inside the red rectangular border. Keep the red border unchanged in position, size, and thickness, and keep the remaining background inside it solid white; do not extend the surrounding scene into i... | [
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768
] | [
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] | images/017.png | 0defc813e26f7dbbb8e7fc421268acc9cf8654c5cd63c65de464aa1c34cdd713 | masks/017.png | a088994bce78eeade414673072699b6cc6a94c893b49bce82503181aa1485364 | original/017.png | 0e85115f18282e9025a0ef1150831b831237d5e5f44cca48eb160f43b999fb32 |
020 | openimages | [
1024,
768
] | [
256,
192,
768,
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] | 0.75 | [
{
"object": "a small doughnut",
"prompt": "Add a small doughnut only in the remaining empty white space inside the red rectangular border. Keep the red border unchanged in position, size, and thickness, and keep the remaining background inside it solid white; do not extend the surrounding scene into it. Kee... | [
1024,
768
] | [
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] | images/020.png | 710c6e14b6f2e81a337061f0271c07db6d566cd1b1f6fdd8a397d3bb2f49de0d | masks/020.png | 9930ce45d9318a1522bd722617f66a7692418f1d8910006056418d4f2a23b2a8 | original/020.png | 3a498d99b9407d50482a50e72b6ab283bbcc95b445c4f179e0b81a5fdb9e1d01 |
021 | openimages | [
1024,
768
] | [
256,
192,
768,
576
] | 0.75 | [
{
"object": "a small blue ceramic cup",
"prompt": "Add a small blue ceramic cup only in the remaining empty white space inside the red rectangular border. Keep the red border unchanged in position, size, and thickness, and keep the remaining background inside it solid white; do not extend the surrounding sc... | [
1024,
768
] | [
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] | images/021.png | 8bd772370595a14b76bbe5ab2f40fe367152d1ed802eaab85ca628d6d42c6d46 | masks/021.png | 9930ce45d9318a1522bd722617f66a7692418f1d8910006056418d4f2a23b2a8 | original/021.png | fa15739c9b0b0f849b7db373e3a278d2ee915cc574f8a0cce106321dab21085d |
022 | openimages | [
1024,
768
] | [
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] | 0.742839 | [
{
"object": "a small red teapot",
"prompt": "Add a small red teapot only in the remaining empty white space inside the red rectangular border. Keep the red border unchanged in position, size, and thickness, and keep the remaining background inside it solid white; do not extend the surrounding scene into it.... | [
1024,
790
] | [
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11,
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] | images/022.png | f65a2dce87e0c3a7b0181f0bd0c9c0f5a67cfa9d05f7b33a3f16974c0698a7f0 | masks/022.png | 14e4248c6fa35e6048c5966f3124ffd143f3fc68ba7caab212e90848874521a0 | original/022.png | 0af38068d35781febed88bd7f8d97f9bc71953103c374e28d52d00d990f4df20 |
023 | openimages | [
1024,
672
] | [
14,
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] | 0.744792 | [
{
"object": "a small yellow daisy",
"prompt": "Add a small yellow daisy only in the remaining empty white space inside the red rectangular border. Keep the red border unchanged in position, size, and thickness, and keep the remaining background inside it solid white; do not extend the surrounding scene into... | [
1024,
685
] | [
0,
6,
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] | images/023.png | 4ab63b1923961a0b05510deafa8136bfa04caf000a7632bdb90969c3bad0a7ef | masks/023.png | e9e9dfee762df45b4400b260875e670e075af8bd10c6599019cd6762f2551321 | original/023.png | 65828cae65c4a16a8106ab5a4b27b43463629f62c1dd54bfeca769ed673353c7 |
025 | openimages | [
1024,
672
] | [
256,
165,
768,
508
] | 0.744792 | [
{
"object": "a small green cactus figurine",
"prompt": "Add a small green cactus figurine only in the remaining empty white space inside the red rectangular border. Keep the red border unchanged in position, size, and thickness, and keep the remaining background inside it solid white; do not extend the surr... | [
1024,
685
] | [
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] | images/025.png | d269d51f866b3003ea89fda2400739120fac50b3fed4e6d106708c0f5f0d2c96 | masks/025.png | cd0c4cda490d62d44c6953c24402902bed52794986dfc49fe1b094e505d7ab18 | original/025.png | ae4cb2a233d9950b4e07bbaf495bb2e05ba47d216ef0d96903a59de265ce4901 |
026 | openimages | [
1024,
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] | [
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] | 0.741848 | [
{
"object": "a small blue vase",
"prompt": "Add a small blue vase only in the remaining empty white space inside the red rectangular border. Keep the red border unchanged in position, size, and thickness, and keep the remaining background inside it solid white; do not extend the surrounding scene into it. K... | [
1024,
760
] | [
0,
12,
1024,
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] | images/026.png | 579a6cc47ce001758bc23896dbc088f9f3598f03737e47149ae9b30a10d68753 | masks/026.png | c182a54085e6cfa6bee656ada66cc78b1cd16657b77b5f0897afde262bfecbd8 | original/026.png | 91d076e5400f1ba29f741acc1aef72f334eff0efc03343708e7c16b281d18a68 |
027 | openimages | [
1024,
768
] | [
26,
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538,
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] | 0.75 | [
{
"object": "a small green toy frog",
"prompt": "Add a small green toy frog only in the remaining empty white space inside the red rectangular border. Keep the red border unchanged in position, size, and thickness, and keep the remaining background inside it solid white; do not extend the surrounding scene ... | [
1024,
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] | [
0,
0,
1024,
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] | images/027.png | 4f6ecc86aca03f4437b5816c0e25b636e36c971328d7d257d317159b225004bc | masks/027.png | d431850c318c2730bb4e50acb19b7a49ce6114665924205cafc571e0bd16273e | original/027.png | 703f65b67f430b7446875b17fecf6520f0b96ee1c3523ed403467c2a5fa08a85 |
029 | openimages | [
1024,
768
] | [
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] | 0.75 | [
{
"object": "a small piece of cheese",
"prompt": "Add a small piece of cheese only in the remaining empty white space inside the red rectangular border. Keep the red border unchanged in position, size, and thickness, and keep the remaining background inside it solid white; do not extend the surrounding scen... | [
1024,
768
] | [
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] | images/029.png | c1705291123336ee536152e86c0c06e6512ac849deb5694c0fd76d1a5abfde7f | masks/029.png | 14f8a8cc31a6ab92e6a6f615594c4205d06cc551ccf75c039ff993a8be4b5c37 | original/029.png | 4c93222a1c8aff93089858886d105d634736622f63bd4522804d9a556b391aae |
030 | openimages | [
1024,
640
] | [
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540,
616
] | 0.742969 | [
{
"object": "a small potted succulent",
"prompt": "Add a small potted succulent only in the remaining empty white space inside the red rectangular border. Keep the red border unchanged in position, size, and thickness, and keep the remaining background inside it solid white; do not extend the surrounding sc... | [
1024,
658
] | [
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] | images/030.png | d48432e2d793b11a3f1a97346886cc9cedbeb9d59537e97efa64079315e00cd7 | masks/030.png | 4551a1d3fc38b7bde771ddee1da7c2e3dd11a248c3c57e76f0cb3eadfdb51e7e | original/030.png | 1c101ea751c3e31f7176a0b17db95784afcaef90ef2b75763d7a2a75b51bd93b |
031 | openimages | [
1024,
672
] | [
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528,
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] | 0.748512 | [
{
"object": "a small green cactus figurine",
"prompt": "Add a small green cactus figurine only in the remaining empty white space inside the red rectangular border. Keep the red border unchanged in position, size, and thickness, and keep the remaining background inside it solid white; do not extend the surr... | [
1024,
676
] | [
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2,
1024,
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] | images/031.png | 9a7fa46cbb19c03b31d5e41234744744a6a90a76794230c01fa02fe4b3130aec | masks/031.png | d0fe46a0efebf4025294c47f57162a5e6406414aa8dc5c01be2b000cfebf4618 | original/031.png | b6bf23a71cb8caab4a5895ecb4790a36dd919a82adfce0da16eea9861e1e1718 |
032 | openimages | [
1024,
704
] | [
34,
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] | 0.740057 | [
{
"object": "a small purple spinning top",
"prompt": "Add a small purple spinning top only in the remaining empty white space inside the red rectangular border. Keep the red border unchanged in position, size, and thickness, and keep the remaining background inside it solid white; do not extend the surround... | [
1024,
731
] | [
0,
13,
1024,
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] | images/032.png | a07172c7dc92597acb032889c9664daa984f13ec0927f57dc1e753fc99937638 | masks/032.png | 7dcd98c64b59a647e67ef1ff45605b6129d0edeb516c4d7a48d81e911b7c05d8 | original/032.png | b27a5385974d4c67001cf92c9394a1022282c0826a1ce99d82464ee9cc6997c4 |
034 | openimages | [
1024,
768
] | [
255,
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462
] | 0.75 | [
{
"object": "a small croissant",
"prompt": "Add a small croissant only in the remaining empty white space inside the red rectangular border. Keep the red border unchanged in position, size, and thickness, and keep the remaining background inside it solid white; do not extend the surrounding scene into it. K... | [
1024,
768
] | [
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] | images/034.png | 75ce95c5718bae10aeca089fee0cb8df8e99746a851ec8e213b49795b858be40 | masks/034.png | a33bfba4715fe1d71758ac46e426ab5743178e4bca22f2c0fd2772e958482530 | original/034.png | 96a539be21b1bb51fded15c638b630a414f42f91732595b3ea0d9f571d7ec08b |
035 | openimages | [
1024,
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] | [
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] | 0.73981 | [
{
"object": "a small blue glass marble",
"prompt": "Add a small blue glass marble only in the remaining empty white space inside the red rectangular border. Keep the red border unchanged in position, size, and thickness, and keep the remaining background inside it solid white; do not extend the surrounding ... | [
1024,
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] | [
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] | images/035.png | de2a08be2a5ae8ad662ba6f8b1f4114d2e8d565ef00f9b166620ecc5bc2e2a7b | masks/035.png | 725eb0b2ffdb0219541e2891e9831f25840fdfe372541d5105260d16ef84d94f | original/035.png | 7a3e168609bcf833bea46c74164a9ce305551f0876d0fe63b8f5c887b9992a9d |
036 | openimages | [
1024,
768
] | [
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] | 0.75 | [
{
"object": "a small strawberry",
"prompt": "Add a small strawberry only in the remaining empty white space inside the red rectangular border. Keep the red border unchanged in position, size, and thickness, and keep the remaining background inside it solid white; do not extend the surrounding scene into it.... | [
1024,
768
] | [
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] | images/036.png | a1c6353bf93bb8ad975d217d78cd5dd18fb9f5e8918c89a0e616d0045a9a2858 | masks/036.png | f6253fe1eb3912dc82666bbd4c9e1be8f4cd9e6b482fb1db3b71662613ec1654 | original/036.png | 9214a169aaa95cd7a8a3311c3e383880b382b5c017ac4d83fa8eeaedb12dda2c |
037 | openimages | [
1024,
768
] | [
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] | 0.75 | [
{
"object": "a small red gift box",
"prompt": "Add a small red gift box only in the remaining empty white space inside the red rectangular border. Keep the red border unchanged in position, size, and thickness, and keep the remaining background inside it solid white; do not extend the surrounding scene into... | [
1024,
768
] | [
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{
"object": "a small blue toy robot",
"prompt": "Add a small blue toy robot only in the remaining empty white space inside the red rectangular border. Keep the red border unchanged in position, size, and thickness, and keep the remaining background inside it solid white; do not extend the surrounding scene ... | [
1024,
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Add & Preserve
Can your editor add new objects for ten turns without changing the rest of the image?
100 images · 10 English editing instructions per image · object completion + background preservation.
One input, ten successive small-object additions. Each model feeds its own previous output into the next turn.
A simple test for cumulative drift
Add objects inside the red box. Keep everything outside it unchanged. Retain the objects added in earlier turns. This separates successful editing from preservation, so simply ignoring an instruction cannot count as doing well on both.
Images come from Open Images and MONET. We manually selected images and box positions; English addition prompts were annotated with GPT-6.1-sol.
COA — Cumulative Object Accuracy checks the requested objects inside the box using GPT-6.1-sol. PSNR, SSIM and LPIPS measure changes outside the box relative to the initial input. The evaluation reports these metrics after each turn.
Results from the TailSteer paper
Preservation curves across ten turns
| Model | COA (%) ↑ | PSNR@10 ↑ | SSIM@10 ↑ | LPIPS@10 ↓ |
|---|---|---|---|---|
| FLUX.1 Kontext dev | 34.77 | 18.64 | 0.585 | 0.388 |
| FLUX.1 Kontext dev after TailSteer | 34.84 | 21.02 | 0.672 | 0.257 |
| FLUX.2 [klein] Base 9B | 31.02 | 13.85 | 0.289 | 0.524 |
| FLUX.2 [klein] Base 9B after TailSteer | 31.84 | 19.96 | 0.621 | 0.290 |
| SenseNova-U1.5-8B-MoT | 94.93 | 11.23 | 0.166 | 0.607 |
| SenseNova-U1.5-8B-MoT after TailSteer | 94.78 | 18.22 | 0.489 | 0.417 |
| Qwen-Image-2.1 | 67.36 | 16.93 | 0.438 | 0.270 |
| Qwen-Image-2.1 after TailSteer | 66.94 | 18.15 | 0.513 | 0.239 |
| GPT-Image-2.5-Sunburst (API) | 98.29 | 18.55 | 0.540 | 0.378 |
TailSteer rows use the paper's reference steering onsets: Kontext 25, Klein 46, SenseNova 42 and Qwen 30. These are image-feedback results; GPT API scores use the paper's available-output protocol.
Turn-10 comparisons from the paper. The separately labeled “w/o VAE” columns illustrate the latent-feedback ablation.
Evaluate your editor
With TailSteer installed, prepare your backbone and configure the COA judge API, then run:
tailsteer prepare add-preserve
tailsteer infer --backbone flux2-klein-base-9b --policies base \
--inference-suite add-preserve --gpus 8
For a trained run, use --run-dir YOUR_TRAINING_RUN instead of --backbone ... --policies base to compare the base model and TailSteer.
To download the inputs independently:
from huggingface_hub import snapshot_download
snapshot_download("Lyricccco/Add-and-Preserve", repo_type="dataset",
revision="v1.0.1", local_dir="data/add-preserve")
tasks.json contains the prompts and seeds; images/ contains the initial inputs; masks/ and manifest.json define the evaluation regions. Feed each generated image into the next turn and keep the supplied geometry unchanged.
Per-image attribution and licenses are in provenance.jsonl and LICENSE.md. Our training source collection is available as TailSteer-Source.
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