Datasets:

aviadcohz
/

RWTD

texture_a stringlengths 33 55	texture_b stringlengths 29 57	original_texture_a stringlengths 4 38	original_texture_b stringlengths 8 34	crop_name stringlengths 1 3	oracle_points_a stringlengths 19 24	oracle_points_b stringlengths 18 24
smooth curved seashell with radiating ridged lines	fine sandy substrate with granular particles	smooth shell surface	sandy substrate	1	[[185, 92], [147, 130]]	[[19, 37], [159, 44]]
smooth round glass beads with glossy surface	woven fabric with visible thread crossings	smooth beads	woven fabric	101	[[113, 23], [80, 104]]	[[245, 65], [8, 147]]
rough woven vine or rattan with natural fibers	weathered aged wood with rough worn grain	rough woven vine texture	weathered wood grain	102	[[58, 146], [55, 77]]	[[17, 162], [9, 166]]
weathered aged wood with rough worn grain	dark rough wood knot with swirling grain pattern	weathered wood grain	dark, rough knot texture	103	[[34, 66], [11, 226]]	[[224, 84], [158, 83]]
fine sandy granular surface with small particles	rough brown granular soil with small debris	sand	soil texture	104	[[196, 191], [119, 8]]	[[178, 121], [90, 159]]
carved ornamental wood with sculpted relief detail	smooth carved central wood area with fine finish	carved wood texture	smooth carved center	106	[[163, 56], [99, 16]]	[[115, 161], [92, 111]]
colorful floral berry print on fabric	smooth dark wooden surface with grain	floral fabric	wooden surface	107	[[171, 76], [36, 28]]	[[157, 24], [218, 243]]
rough reddish brown granular stone surface	small overlapping reptile scales with spots	rough stone surface	lizard's scaly skin	109	[[89, 196], [237, 54]]	[[66, 89], [181, 102]]
dry brown grass stalks in savanna	spotted leopard fur with dark rosettes	dry grass texture	leopard fur	118	[[129, 61], [115, 188]]	[[117, 128], [208, 132]]
smooth pale tree bark with subtle horizontal lines	delicate fern fronds with fine parallel leaflets	smooth bark texture	dense fern frond texture	12	[[145, 88], [53, 80]]	[[77, 175], [48, 235]]
leopard-print pattern on textured animal scales	smooth flat white fabric with clean even surface	leopard-print scale texture	smooth white fabric	121	[[90, 209], [109, 190]]	[[230, 112], [12, 91]]
knitted fabric with visible yarn loop texture	smooth wooden surface with linear grain pattern	knitted fabric texture	wooden surface	122	[[116, 191], [45, 96]]	[[206, 249], [140, 219]]
small colorful mosaic tiles in decorative pattern	solid flat blue surface with uniform color	mosaic tile texture	solid blue surface	125	[[76, 56], [172, 122]]	[[230, 223], [22, 139]]
cast iron grate with heavy grid bar pattern	flat stone pavement blocks with straight joints	cast iron grate pattern	stone pavement	128	[[186, 28], [161, 1]]	[[253, 254], [228, 87]]
rough bumpy toad skin with warty protrusions	smooth flat gray concrete surface	rough toad skin	smooth concrete	129	[[78, 136], [208, 154]]	[[60, 0], [33, 236]]
rough furrowed tree bark with deep ridges	scattered dry leaf litter on ground surface	rough bark texture	smooth leaf litter	13	[[7, 42], [92, 102]]	[[98, 246], [166, 145]]
quilted fabric with stitched patchwork sections	stone tiles with flat surface and grout joints	fabric quilt texture	stone tile surface	134	[[115, 99], [174, 33]]	[[79, 45], [14, 137]]
green grass blades with thin upright stalks	spotted leopard animal fur with dark rosette markings	grass texture	leopard fur	139	[[254, 150], [52, 187]]	[[167, 177], [204, 21]]
rough furrowed tree bark with deep ridges	smooth soft green foliage with blurred leaves	rough bark texture	smooth green foliage	14	[[47, 200], [31, 107]]	[[245, 111], [139, 42]]
dry brown grass with thin dried stalks	bare brown earth surface with sparse texture	dry grass texture	bare earth	142	[[182, 218], [25, 223]]	[[108, 131], [156, 108]]
green grass blades with thin upright stalks	spotted leopard animal fur with dark rosette markings	grass texture	leopard fur	149	[[245, 36], [238, 205]]	[[143, 42], [94, 110]]
rough furrowed tree bark with deep ridges	smooth soft green foliage with blurred leaves	rough bark texture	smooth green foliage	15	[[231, 237], [170, 230]]	[[64, 133], [57, 94]]
dense fuzzy purple flower spikes with petals	smooth broad green leaves with pointed tips	soft fuzzy texture	smooth green leaf surface	16	[[167, 130], [64, 204]]	[[65, 135], [172, 31]]
smooth veined pitcher plant with red orange pattern	rough brown granular soil with debris	smooth, veined pitcher surface	rough, granular soil	17	[[56, 96], [67, 20]]	[[18, 176], [201, 229]]
dry brown grass with thin dried stalks	zebra animal coat with bold black and white stripes	dry grass texture	zebra's striped coat	175	[[41, 222], [97, 0]]	[[116, 189], [118, 177]]
smooth illuminated building tower surface at night	dark night sky with uniform deep tone	smooth illuminated tower surface	dark sky	176	[[202, 217], [153, 215]]	[[245, 87], [248, 67]]
retro geometric square pattern on red fabric	plain gray woven upholstery with fine texture	geometric fabric pattern	textured upholstery	178	[[46, 175], [20, 106]]	[[119, 173], [211, 49]]
smooth white fruit interior with small black seeds	rough textured green leaf with raised veins	smooth white interior with black seeds	rough green leaf surface	18	[[153, 86], [158, 124]]	[[63, 207], [241, 95]]
rough reddish brown stone pavement with aggregate	circular metal manhole cover with raised grid pattern	rough stone surface	textured metal grate	180	[[250, 133], [253, 50]]	[[87, 114], [89, 107]]
coarse loose gravel with rough mixed-size particles	cracked concrete with network of surface fissures	coarse gravel texture	cracked concrete surface	181	[[2, 154], [61, 58]]	[[154, 222], [133, 41]]
loose gravel with small rough irregular particles	flat gray concrete surface with subtle texture	gravel texture	concrete surface	182	[[179, 169], [249, 211]]	[[33, 163], [114, 217]]
smooth flat gray concrete surface	rough coarse gravel with angular stone particles	smooth concrete	rough gravel	183	[[65, 184], [64, 81]]	[[253, 6], [174, 130]]
rough textured tiles with coarse surface finish	smooth flat plaster wall with fine grain surface	rough tiled surface	smooth plaster	184	[[98, 202], [51, 50]]	[[202, 213], [156, 136]]
rough brown dirt with granular uneven surface	smooth flat tiles in regular grid pattern	rough dirt texture	smooth tiled surface	185	[[86, 143], [83, 235]]	[[226, 217], [214, 158]]
rough irregular broken stone with uneven surface	smooth flat tiles in regular grid pattern	rough irregular stone	smooth tiled surface	186	[[128, 63], [118, 79]]	[[222, 142], [227, 46]]
textured stone block wall with mortar joints	plain smooth concrete surface	rough stone masonry	smooth concrete	188	[[16, 224], [19, 27]]	[[231, 249], [227, 170]]
rough gray concrete with coarse aggregate texture	weathered rusted metal grate with aged bars	rough concrete	weathered metal grate	189	[[193, 15], [137, 13]]	[[87, 117], [103, 135]]
speckled stone with mixed mineral flecks on surface	small rounded cobblestones packed densely with gaps	speckled stone	cobblestone texture	194	[[72, 79], [13, 223]]	[[242, 239], [235, 136]]
rough stacked stone blocks with uneven joints	patterned cobblestone pavement with arranged stone blocks	rough stacked stone	patterned cobblestone	197	[[70, 28], [36, 65]]	[[251, 207], [2, 238]]
fabric with geometric repeating shape pattern	fabric with maze-like geometric line pattern	geometric patterned fabric	maze-like patterned fabric	2	[[104, 123], [56, 69]]	[[220, 6], [175, 27]]
rough textured stone tile with flat surface	patterned mosaic with arranged decorative tiles	rough stone tile	patterned mosaic texture	200	[[22, 139], [231, 169]]	[[98, 71], [135, 152]]
large flat stone slab with smooth broad surface	small brick tiles in regular rows with grout	large stone slab texture	small brick tile texture	201	[[130, 117], [134, 54]]	[[194, 218], [74, 231]]
smooth horizontal slats with even parallel spacing	woven fabric texture with interlocked thread pattern	smooth horizontal slats	woven fabric texture	202	[[83, 106], [184, 11]]	[[50, 250], [62, 182]]
dense overlapping green leaves packed tightly	compacted flat earth surface with fine cracks	dense leafy texture	compacted earth texture	205	[[110, 47], [85, 30]]	[[189, 152], [137, 120]]
green grass blades with thin upright stalks	flat gray concrete surface with subtle texture	grass texture	concrete surface	207	[[117, 75], [3, 130]]	[[214, 113], [166, 80]]
dense green foliage with overlapping leaves	dark purple leaf with smooth glossy surface	dense foliage texture	purple leaf texture	210	[[196, 107], [134, 61]]	[[219, 182], [30, 160]]
rough coarse fabric with visible uneven threads	smooth flat fabric with fine even texture	rough fabric	smooth fabric	213	[[154, 107], [148, 94]]	[[225, 147], [215, 225]]
fine mesh fabric with tiny regular grid openings	surface with repeating geometric shape pattern	fine mesh fabric	geometric patterned surface	214	[[89, 100], [37, 74]]	[[215, 115], [192, 246]]
fine mesh with tiny regular grid hole pattern	surface with repeating geometric shape pattern	fine mesh texture	geometric patterned surface	215	[[143, 104], [123, 255]]	[[155, 44], [198, 154]]
fringed textile with hanging thread edge fringe	decorative patterned border with repeating motifs	fringed textile	patterned border	216	[[27, 217], [58, 126]]	[[151, 129], [235, 3]]
fine grid weave fabric with tiny regular crossings	rough wood grain with prominent raised texture	fine grid weave	rough wood grain	219	[[95, 199], [37, 116]]	[[237, 193], [191, 97]]
fine branching coral with delicate finger-like growths	smooth glassy water surface with mirror-like finish	fine coral branching texture	smoother water surface	22	[[248, 81], [155, 13]]	[[250, 186], [52, 222]]
fine fabric with thin narrow parallel stripes	natural wood grain with linear parallel lines	fine striped fabric	wood grain	221	[[77, 212], [48, 36]]	[[165, 65], [139, 56]]
plaid fabric with crossed perpendicular color stripes	fabric with parallel stripe lines in colors	plaid fabric	striped fabric	222	[[84, 116], [71, 77]]	[[47, 202], [210, 154]]
fabric texture with regular parallel stripes	woven fabric with geometric interlocked shapes	striped fabric texture	geometric woven pattern	224	[[101, 72], [21, 49]]	[[174, 173], [148, 225]]
coarse woven burlap fabric with visible threads	dark fabric with thin vertical pinstripes	woven fabric	striped fabric	228	[[117, 155], [68, 175]]	[[142, 114], [240, 25]]
woven fabric texture with interlocked thread pattern	textile surface with woven parallel stripes	woven fabric texture	striped textile surface	229	[[56, 182], [71, 135]]	[[169, 216], [162, 44]]
coarse loose gravel with rounded yellow brown particles	smooth flat gray concrete surface	coarse gravel texture	smooth concrete surface	236	[[125, 41], [16, 125]]	[[187, 112], [186, 15]]
coarse granular texture with large visible particles	fine granular texture with small dense particles	coarse granular texture	fine granular texture	237	[[11, 107], [40, 206]]	[[196, 213], [235, 135]]
coarse large grain aggregate with visible particles	fine dense small grain aggregate surface	coarse granular texture	fine granular texture	238	[[23, 211], [129, 196]]	[[211, 180], [214, 53]]
thin fine green grass blades close together	earthy brown soil with organic granular texture	fine grass blades	earthy soil texture	24	[[62, 0], [27, 192]]	[[65, 122], [75, 73]]
smooth flat tiles in regular grid pattern	rough grout line between tiles with gritty texture	smooth tiled surface	rough grout line	240	[[233, 28], [88, 69]]	[[16, 247], [80, 151]]
flat smooth white painted wall surface	ventilation grille with parallel metal slats	smooth painted surface	vent grille texture	243	[[242, 82], [75, 48]]	[[137, 119], [105, 118]]
smooth flat painted surface with uniform color	recessed panel with textured embossed surface	smooth painted surface	recessed textured panel	244	[[49, 87], [223, 174]]	[[146, 143], [87, 103]]
small square tiles in regular grid with grout	speckled granite surface with mixed mineral flecks	small square tile pattern	speckled granite surface	245	[[68, 20], [32, 42]]	[[133, 90], [83, 160]]
rough textured surface with irregular raised features	smooth flat plaster wall with fine grain surface	rough textured surface	smooth plaster	246	[[42, 208], [32, 148]]	[[161, 241], [210, 37]]
smooth matte flat surface with dull even finish	textured frosted glass with diffused translucent surface	smooth matte surface	textured frosted glass	247	[[22, 164], [8, 227]]	[[146, 254], [216, 3]]
wavy organic coral with undulating ridges	rough purple colored rock with crystalline surface	wavy coral texture	rough purple rock	25	[[34, 248], [43, 237]]	[[80, 194], [101, 180]]
rough fibrous texture with visible strand structure	smooth flat compacted dirt surface	rough fibrous texture	smooth dirt surface	250	[[183, 42], [53, 74]]	[[58, 111], [7, 4]]
rough coarse gravel with uneven stone particles	weathered stone masonry wall with aged mortar joints	rough gravel texture	weathered stone masonry	251	[[67, 218], [125, 65]]	[[149, 95], [176, 11]]
large dark rough angular stone surface	fine pink rounded gravel particles	rough stone texture	granular sand	252	[[148, 230], [51, 108]]	[[86, 158], [137, 66]]
loose gravel with small rough irregular particles	green grass blades with thin upright stalks	gravel texture	grass texture	253	[[113, 17], [98, 45]]	[[213, 127], [234, 222]]
mosaic tiles arranged in colorful pattern	weathered aged metal surface with patina	mosaic tile pattern	weathered metal surface	254	[[105, 218], [34, 236]]	[[208, 95], [140, 235]]
rough gray concrete with coarse aggregate texture	parallel horizontal metal slats with gaps between	rough concrete	parallel metal slats	256	[[48, 119], [2, 1]]	[[220, 238], [165, 84]]
rough furrowed tree bark with deep ridges	gravel ground surface with mixed small stones	rough bark texture	gravel surface	257	[[221, 51], [246, 250]]	[[69, 134], [84, 111]]
diagonal striped painted surface with color bands	weathered gray concrete with aged rough surface	diagonal striped painted surface	weathered concrete	258	[[39, 92], [77, 134]]	[[229, 175], [214, 254]]
rough irregular stone surface with coarse texture	metal grate with regular grid bar pattern	rough stone surface	metal grate texture	259	[[229, 188], [43, 171]]	[[129, 186], [129, 155]]
coarse loose gravel with larger rough particles	smooth flat gray concrete surface	coarse gravel	smooth concrete	260	[[189, 64], [93, 24]]	[[66, 216], [22, 162]]
smooth flat gray concrete surface	coarse loose gravel with larger rough particles	smooth concrete	coarse gravel	261	[[31, 107], [90, 131]]	[[227, 75], [130, 255]]
rough rounded pebbles with varied sizes packed	smooth flat gray concrete with fine texture	rough pebble texture	smooth concrete surface	262	[[65, 236], [55, 199]]	[[178, 68], [148, 255]]
rough small pebbles packed on ground surface	smooth flat tiles in regular grid pattern	rough pebble surface	smooth tiled surface	263	[[98, 138], [65, 8]]	[[236, 166], [174, 28]]
perforated plastic sheet with regular small holes	textured fabric with raised surface pattern	perforated plastic	textured fabric	265	[[96, 79], [157, 109]]	[[161, 176], [62, 206]]
woven textile with horizontal striped pattern	smooth flat gray concrete surface	woven striped texture	smooth concrete	268	[[78, 49], [42, 155]]	[[132, 224], [167, 254]]
rough irregular stone surface with uneven features	smooth uniform tiles with clean flat surface	rough, irregular stone surface	smooth, uniform tile surface	269	[[234, 1], [238, 77]]	[[79, 247], [206, 213]]
rough fungal surface with organic bumpy texture	soft mossy grass with dense low growth	rough fungal surface	mossy grass	27	[[86, 252], [93, 109]]	[[53, 76], [150, 145]]
rough natural stone with uneven surface texture	smooth flat metal surface with slight sheen	rough stone texture	smooth metal surface	270	[[84, 75], [45, 110]]	[[121, 213], [126, 73]]
sparse scattered grass blades on bare ground	dense overlapping green leaves packed tightly	sparse grass texture	dense leafy texture	274	[[17, 223], [88, 194]]	[[170, 29], [190, 217]]
smooth flat gray concrete surface	ribbed metal grate with parallel raised ridges	smooth concrete	ribbed metal grate	276	[[56, 24], [63, 145]]	[[111, 163], [171, 121]]
woven paper strips in interlaced lattice pattern	paper with regular round polka dot print	woven paper texture	polka-dotted paper texture	28	[[174, 203], [114, 162]]	[[233, 66], [250, 132]]
dense bright green foliage with small leaves	dense purple leaves with broad flat shapes	dense green foliage texture	purple leafy texture	280	[[29, 5], [47, 72]]	[[160, 82], [174, 66]]
dense green foliage with overlapping leaves	mixed ground cover with varied organic material	dense foliage texture	ground cover texture	281	[[99, 76], [116, 103]]	[[171, 255], [88, 209]]
metal grate with regular parallel bar openings	wall tiles in regular rows with grout lines	metal grate	tiled wall	282	[[194, 207], [13, 96]]	[[208, 214], [104, 239]]
smooth pale tree bark with subtle horizontal lines	green grass blades with thin upright stalks	smooth bark texture	grass texture	288	[[147, 141], [107, 222]]	[[25, 217], [2, 111]]
rough rounded pebbles with varied sizes packed	smooth flat circular surface with curved form	rough pebble texture	smooth circular surface	293	[[181, 44], [42, 33]]	[[137, 85], [85, 95]]
smooth flat gray concrete surface	rough small pebbles packed on ground surface	smooth concrete	rough pebble surface	294	[[107, 163], [30, 34]]	[[170, 100], [167, 106]]
light colored gravel with pale small stones	dark colored gravel with small dark stone particles	light-colored gravel	dark-colored gravel	299	[[4, 130], [20, 79]]	[[218, 150], [124, 163]]
smooth curved seashell with radiating ridged lines	rough textured seashell with coarse ridged surface	smooth shell surface	rough shell surface	3	[[172, 185], [235, 191]]	[[5, 246], [157, 52]]
rough wood grain with prominent raised texture	delicate moth wing with fine powdery scale pattern	rough wood grain	moth wing texture	30	[[126, 16], [69, 41]]	[[37, 180], [89, 71]]
loose gravel with small rough irregular particles	flat brick pavement with rectangular blocks and joints	gravel texture	brick pavement	300	[[86, 138], [73, 221]]	[[228, 191], [234, 177]]
rough bark-like surface with deep ridges	green grass blades with thin upright stalks	rough bark-like texture	grass texture	302	[[162, 199], [201, 98]]	[[42, 90], [161, 78]]

End of preview. Expand in Data Studio

RWTD

Real-world texture photographs, one appearance transition per image.

One of the four evaluation routes in the ICLR 2027 submission on sub-semantic image segmentation: partitioning an image into regions that are coherent in appearance and describable in language, but that need not correspond to any object, part or material class.

Images: 253
Code: github.com/aviadcohz/Qwen2SAM_Detecture_Benchmark
Weights: aviadcohz/Detecture-ICLR-2027
All four routes in one download: aviadcohz/Detecture_ICLR_Benchmarking

Layout

RWTD/
├── images/            RGB images
├── textures_mask/     per-texture binary masks, <id>_mask_<k>.png
├── metadata.json      image paths, mask paths, descriptions
└── summary.json       dataset statistics

The three real-world routes also carry masks/ and overlays/; overlays are visualisations, not ground truth.

The directory inside this repo is named RWTD rather than RWTD, because that is the name the evaluation configs resolve (fairness_baseline_suite/src/paths.py). Paths inside metadata.json are relative to the repository root, so the folder can be placed anywhere.

Use

cd ~/datasets
git lfs install
git clone https://huggingface.co/datasets/aviadcohz/RWTD
mv RWTD/RWTD . && rm -rf RWTD

Then, from the benchmark repo:

cd Qwen2SAM_Detecture_Benchmark/fairness_baseline_suite
PYTHONPATH=src python src/run_fairness.py --model detecture --dataset RWTD

Evaluation protocol

Every number reported on this route comes from one protocol applied identically to every method: no ground-truth region count in the prompt, no inverse-mask completion, no truncation of proposals to a known count, and no dropping of images where a method returns nothing. The region count is inferred, never supplied. Results obtained this way are not comparable to evaluations that supply it.

Provenance

Redistributed unchanged from the TextureSAM release, used here as a cross-domain stress test on natural photographs.

Licence

CC-BY-4.0 for this packaging. Upstream corpora keep their own terms: the TextureSAM release.

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