Datasets:

cpsc-5710-final-vit-robustness
/

perturbed-imagenet-fgsm

original_image_index int64 0 18k	attack_type stringclasses 1 value	epsilon float64 0.1 0.5	original_label int64 0 999	original_label_name stringclasses 999 values	original_prediction_idx int64 0 999	original_prediction_name stringclasses 999 values	perturbed_prediction_idx int64 0 999	perturbed_prediction_name stringclasses 999 values	successful_attack bool 2 classes
0	FGSM	0.1	726	plane, carpenter's plane, woodworking plane	726	plane, carpenter's plane, woodworking plane	726	plane, carpenter's plane, woodworking plane	false
0	FGSM	0.3	726	plane, carpenter's plane, woodworking plane	726	plane, carpenter's plane, woodworking plane	726	plane, carpenter's plane, woodworking plane	false
0	FGSM	0.5	726	plane, carpenter's plane, woodworking plane	726	plane, carpenter's plane, woodworking plane	726	plane, carpenter's plane, woodworking plane	false
1	FGSM	0.1	917	comic book	917	comic book	921	book jacket, dust cover, dust jacket, dust wrapper	true
1	FGSM	0.3	917	comic book	917	comic book	921	book jacket, dust cover, dust jacket, dust wrapper	true
1	FGSM	0.5	917	comic book	917	comic book	921	book jacket, dust cover, dust jacket, dust wrapper	true
2	FGSM	0.1	13	junco, snowbird	13	junco, snowbird	10	brambling, Fringilla montifringilla	true
2	FGSM	0.3	13	junco, snowbird	13	junco, snowbird	10	brambling, Fringilla montifringilla	true
2	FGSM	0.5	13	junco, snowbird	13	junco, snowbird	10	brambling, Fringilla montifringilla	true
3	FGSM	0.1	939	zucchini, courgette	939	zucchini, courgette	849	teapot	true
3	FGSM	0.3	939	zucchini, courgette	939	zucchini, courgette	883	vase	true
3	FGSM	0.5	939	zucchini, courgette	939	zucchini, courgette	854	theater curtain, theatre curtain	true
4	FGSM	0.1	6	stingray	6	stingray	721	pillow	true
4	FGSM	0.3	6	stingray	6	stingray	885	velvet	true
4	FGSM	0.5	6	stingray	6	stingray	885	velvet	true
5	FGSM	0.1	983	scuba diver	983	scuba diver	843	swing	true
5	FGSM	0.3	983	scuba diver	983	scuba diver	801	snorkel	true
5	FGSM	0.5	983	scuba diver	983	scuba diver	150	sea lion	true
6	FGSM	0.1	655	miniskirt, mini	655	miniskirt, mini	760	refrigerator, icebox	true
6	FGSM	0.3	655	miniskirt, mini	655	miniskirt, mini	697	pajama, pyjama, pj's, jammies	true
6	FGSM	0.5	655	miniskirt, mini	655	miniskirt, mini	697	pajama, pyjama, pj's, jammies	true
7	FGSM	0.1	579	grand piano, grand	579	grand piano, grand	513	cornet, horn, trumpet, trump	true
7	FGSM	0.3	579	grand piano, grand	579	grand piano, grand	579	grand piano, grand	false
7	FGSM	0.5	579	grand piano, grand	579	grand piano, grand	579	grand piano, grand	false
8	FGSM	0.1	702	parallel bars, bars	702	parallel bars, bars	416	balance beam, beam	true
8	FGSM	0.3	702	parallel bars, bars	702	parallel bars, bars	416	balance beam, beam	true
8	FGSM	0.5	702	parallel bars, bars	702	parallel bars, bars	416	balance beam, beam	true
9	FGSM	0.1	845	syringe	845	syringe	823	stethoscope	true
9	FGSM	0.3	845	syringe	845	syringe	641	maraca	true
9	FGSM	0.5	845	syringe	845	syringe	463	bucket, pail	true
10	FGSM	0.1	69	trilobite	69	trilobite	126	isopod	true
10	FGSM	0.3	69	trilobite	69	trilobite	126	isopod	true
10	FGSM	0.5	69	trilobite	69	trilobite	126	isopod	true
11	FGSM	0.1	822	steel drum	822	steel drum	875	trombone	true
11	FGSM	0.3	822	steel drum	822	steel drum	875	trombone	true
11	FGSM	0.5	822	steel drum	822	steel drum	875	trombone	true
12	FGSM	0.1	575	golfcart, golf cart	575	golfcart, golf cart	399	abaya	true
12	FGSM	0.3	575	golfcart, golf cart	575	golfcart, golf cart	785	seat belt, seatbelt	true
12	FGSM	0.5	575	golfcart, golf cart	575	golfcart, golf cart	545	electric fan, blower	true
13	FGSM	0.1	906	Windsor tie	906	Windsor tie	419	Band Aid	true
13	FGSM	0.3	906	Windsor tie	906	Windsor tie	419	Band Aid	true
13	FGSM	0.5	906	Windsor tie	906	Windsor tie	644	matchstick	true
14	FGSM	0.1	752	racket, racquet	752	racket, racquet	852	tennis ball	true
14	FGSM	0.3	752	racket, racquet	752	racket, racquet	852	tennis ball	true
14	FGSM	0.5	752	racket, racquet	752	racket, racquet	852	tennis ball	true
16	FGSM	0.1	192	cairn, cairn terrier	192	cairn, cairn terrier	186	Norwich terrier	true
16	FGSM	0.3	192	cairn, cairn terrier	192	cairn, cairn terrier	611	jigsaw puzzle	true
16	FGSM	0.5	192	cairn, cairn terrier	192	cairn, cairn terrier	611	jigsaw puzzle	true
17	FGSM	0.1	191	Airedale, Airedale terrier	191	Airedale, Airedale terrier	189	Lakeland terrier	true
17	FGSM	0.3	191	Airedale, Airedale terrier	191	Airedale, Airedale terrier	189	Lakeland terrier	true
17	FGSM	0.5	191	Airedale, Airedale terrier	191	Airedale, Airedale terrier	242	boxer	true
20	FGSM	0.1	108	sea anemone, anemone	108	sea anemone, anemone	328	sea urchin	true
20	FGSM	0.3	108	sea anemone, anemone	108	sea anemone, anemone	328	sea urchin	true
20	FGSM	0.5	108	sea anemone, anemone	108	sea anemone, anemone	328	sea urchin	true
21	FGSM	0.1	372	baboon	372	baboon	298	mongoose	true
21	FGSM	0.3	372	baboon	372	baboon	298	mongoose	true
21	FGSM	0.5	372	baboon	372	baboon	135	limpkin, Aramus pictus	true
22	FGSM	0.1	765	rocking chair, rocker	765	rocking chair, rocker	918	crossword puzzle, crossword	true
22	FGSM	0.3	765	rocking chair, rocker	765	rocking chair, rocker	532	dining table, board	true
22	FGSM	0.5	765	rocking chair, rocker	765	rocking chair, rocker	532	dining table, board	true
23	FGSM	0.1	473	can opener, tin opener	473	can opener, tin opener	720	pill bottle	true
23	FGSM	0.3	473	can opener, tin opener	473	can opener, tin opener	999	toilet tissue, toilet paper, bathroom tissue	true
23	FGSM	0.5	473	can opener, tin opener	473	can opener, tin opener	611	jigsaw puzzle	true
24	FGSM	0.1	525	dam, dike, dyke	525	dam, dike, dyke	791	shopping cart	true
24	FGSM	0.3	525	dam, dike, dyke	525	dam, dike, dyke	791	shopping cart	true
24	FGSM	0.5	525	dam, dike, dyke	525	dam, dike, dyke	877	turnstile	true
25	FGSM	0.1	639	maillot, tank suit	639	maillot, tank suit	459	brassiere, bra, bandeau	true
25	FGSM	0.3	639	maillot, tank suit	639	maillot, tank suit	602	horizontal bar, high bar	true
25	FGSM	0.5	639	maillot, tank suit	639	maillot, tank suit	611	jigsaw puzzle	true
26	FGSM	0.1	686	oil filter	686	oil filter	504	coffee mug	true
26	FGSM	0.3	686	oil filter	686	oil filter	504	coffee mug	true
26	FGSM	0.5	686	oil filter	686	oil filter	504	coffee mug	true
27	FGSM	0.1	99	goose	99	goose	137	American coot, marsh hen, mud hen, water hen, Fulica americana	true
27	FGSM	0.3	99	goose	99	goose	794	shower curtain	true
27	FGSM	0.5	99	goose	99	goose	488	chain	true
28	FGSM	0.1	127	white stork, Ciconia ciconia	127	white stork, Ciconia ciconia	128	black stork, Ciconia nigra	true
28	FGSM	0.3	127	white stork, Ciconia ciconia	127	white stork, Ciconia ciconia	128	black stork, Ciconia nigra	true
28	FGSM	0.5	127	white stork, Ciconia ciconia	127	white stork, Ciconia ciconia	794	shower curtain	true
29	FGSM	0.1	76	tarantula	76	tarantula	77	wolf spider, hunting spider	true
29	FGSM	0.3	76	tarantula	76	tarantula	77	wolf spider, hunting spider	true
29	FGSM	0.5	76	tarantula	76	tarantula	108	sea anemone, anemone	true
31	FGSM	0.1	550	espresso maker	550	espresso maker	505	coffeepot	true
31	FGSM	0.3	550	espresso maker	550	espresso maker	505	coffeepot	true
31	FGSM	0.5	550	espresso maker	550	espresso maker	760	refrigerator, icebox	true
32	FGSM	0.1	30	bullfrog, Rana catesbeiana	30	bullfrog, Rana catesbeiana	32	tailed frog, bell toad, ribbed toad, tailed toad, Ascaphus trui	true
32	FGSM	0.3	30	bullfrog, Rana catesbeiana	30	bullfrog, Rana catesbeiana	32	tailed frog, bell toad, ribbed toad, tailed toad, Ascaphus trui	true
32	FGSM	0.5	30	bullfrog, Rana catesbeiana	30	bullfrog, Rana catesbeiana	32	tailed frog, bell toad, ribbed toad, tailed toad, Ascaphus trui	true
33	FGSM	0.1	634	lumbermill, sawmill	634	lumbermill, sawmill	431	bassinet	true
33	FGSM	0.3	634	lumbermill, sawmill	634	lumbermill, sawmill	552	feather boa, boa	true
33	FGSM	0.5	634	lumbermill, sawmill	634	lumbermill, sawmill	611	jigsaw puzzle	true
34	FGSM	0.1	907	wine bottle	907	wine bottle	907	wine bottle	false
34	FGSM	0.3	907	wine bottle	907	wine bottle	907	wine bottle	false
34	FGSM	0.5	907	wine bottle	907	wine bottle	907	wine bottle	false
35	FGSM	0.1	979	valley, vale	979	valley, vale	525	dam, dike, dyke	true
35	FGSM	0.3	979	valley, vale	979	valley, vale	839	suspension bridge	true
35	FGSM	0.5	979	valley, vale	979	valley, vale	921	book jacket, dust cover, dust jacket, dust wrapper	true
36	FGSM	0.1	718	pier	718	pier	421	bannister, banister, balustrade, balusters, handrail	true
36	FGSM	0.3	718	pier	718	pier	421	bannister, banister, balustrade, balusters, handrail	true
36	FGSM	0.5	718	pier	718	pier	421	bannister, banister, balustrade, balusters, handrail	true
37	FGSM	0.1	154	Pekinese, Pekingese, Peke	154	Pekinese, Pekingese, Peke	676	muzzle	true

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