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mathaiml5
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adversarial-vision-transformers

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train · 15k rows

original_image_index int64 0 347	model_name stringclasses 3 values	attack_type stringclasses 4 values	defense_type stringclasses 5 values	original_label_name stringclasses 220 values	predicted_label_name stringclasses 558 values	class_probability_true_class float64 0 1	class_probability_predicted_class float64 0.03 1	successful_attack bool 2 classes	successful_defense bool 2 classes	is_correct bool 2 classes
0	vit	Clean	None	coucal	coucal	0.999874	0.999874	false	true	true
0	vit	Clean	blur	coucal	coucal	0.998949	0.998949	false	true	true
0	vit	Clean	compress	coucal	coucal	0.999769	0.999769	false	true	true
0	vit	Clean	patch_mask_zero	coucal	coucal	0.999859	0.999859	false	true	true
0	vit	Clean	patch_mask_blur	coucal	coucal	0.999874	0.999874	false	true	true
0	vit	token	None	coucal	coucal	0.99763	0.99763	false	true	true
0	vit	token	blur	coucal	coucal	0.989837	0.989837	false	true	true
0	vit	token	compress	coucal	coucal	0.999558	0.999558	false	true	true
0	vit	token	patch_mask_zero	coucal	coucal	0.997519	0.997519	false	true	true
0	vit	token	patch_mask_blur	coucal	coucal	0.997683	0.997683	false	true	true
0	vit	patch_perturbation	None	coucal	langur	0.000004	0.973794	true	false	false
0	vit	patch_perturbation	blur	coucal	titi, titi monkey	0.000523	0.408798	true	false	false
0	vit	patch_perturbation	compress	coucal	langur	0.007245	0.306491	true	false	false
0	vit	patch_perturbation	patch_mask_zero	coucal	langur	0.000004	0.976043	true	false	false
0	vit	patch_perturbation	patch_mask_blur	coucal	langur	0.000004	0.974139	true	false	false
0	vit	patch_fool	None	coucal	marmot	0.000001	0.998775	true	false	false
0	vit	patch_fool	blur	coucal	marmot	0.003362	0.696812	true	false	false
0	vit	patch_fool	compress	coucal	marmot	0.000518	0.870829	true	false	false
0	vit	patch_fool	patch_mask_zero	coucal	marmot	0.000001	0.998791	true	false	false
0	vit	patch_fool	patch_mask_blur	coucal	marmot	0.000001	0.998785	true	false	false
3	vit	Clean	None	Welsh springer spaniel	Welsh springer spaniel	0.978827	0.978827	false	true	true
3	vit	Clean	blur	Welsh springer spaniel	Welsh springer spaniel	0.980956	0.980956	false	true	true
3	vit	Clean	compress	Welsh springer spaniel	Welsh springer spaniel	0.973549	0.973549	false	true	true
3	vit	Clean	patch_mask_zero	Welsh springer spaniel	Welsh springer spaniel	0.970093	0.970093	false	true	true
3	vit	Clean	patch_mask_blur	Welsh springer spaniel	Welsh springer spaniel	0.977925	0.977925	false	true	true
3	vit	token	None	Welsh springer spaniel	Welsh springer spaniel	0.512066	0.512066	false	true	true
3	vit	token	blur	Welsh springer spaniel	Welsh springer spaniel	0.978331	0.978331	false	true	true
3	vit	token	compress	Welsh springer spaniel	Welsh springer spaniel	0.976642	0.976642	false	true	true
3	vit	token	patch_mask_zero	Welsh springer spaniel	Welsh springer spaniel	0.582024	0.582024	false	true	true
3	vit	token	patch_mask_blur	Welsh springer spaniel	Welsh springer spaniel	0.512148	0.512148	false	true	true
3	vit	patch_perturbation	None	Welsh springer spaniel	Welsh springer spaniel	0.846716	0.846716	false	true	true
3	vit	patch_perturbation	blur	Welsh springer spaniel	Welsh springer spaniel	0.964457	0.964457	false	true	true
3	vit	patch_perturbation	compress	Welsh springer spaniel	Welsh springer spaniel	0.939491	0.939491	false	true	true
3	vit	patch_perturbation	patch_mask_zero	Welsh springer spaniel	Welsh springer spaniel	0.864543	0.864543	false	true	true
3	vit	patch_perturbation	patch_mask_blur	Welsh springer spaniel	Welsh springer spaniel	0.824015	0.824015	false	true	true
3	vit	patch_fool	None	Welsh springer spaniel	clumber, clumber spaniel	0.000246	0.96306	true	false	false
3	vit	patch_fool	blur	Welsh springer spaniel	clumber, clumber spaniel	0.005734	0.837894	true	false	false
3	vit	patch_fool	compress	Welsh springer spaniel	clumber, clumber spaniel	0.075757	0.71169	true	false	false
3	vit	patch_fool	patch_mask_zero	Welsh springer spaniel	clumber, clumber spaniel	0.000222	0.953632	true	false	false
3	vit	patch_fool	patch_mask_blur	Welsh springer spaniel	clumber, clumber spaniel	0.000305	0.965225	true	false	false
4	vit	Clean	None	chickadee	chickadee	0.998858	0.998858	false	true	true
4	vit	Clean	blur	chickadee	chickadee	0.997073	0.997073	false	true	true
4	vit	Clean	compress	chickadee	chickadee	0.997641	0.997641	false	true	true
4	vit	Clean	patch_mask_zero	chickadee	chickadee	0.998794	0.998794	false	true	true
4	vit	Clean	patch_mask_blur	chickadee	chickadee	0.998858	0.998858	false	true	true
4	vit	token	None	chickadee	chickadee	0.990596	0.990596	false	true	true
4	vit	token	blur	chickadee	chickadee	0.985729	0.985729	false	true	true
4	vit	token	compress	chickadee	chickadee	0.996132	0.996132	false	true	true
4	vit	token	patch_mask_zero	chickadee	chickadee	0.989997	0.989997	false	true	true
4	vit	token	patch_mask_blur	chickadee	chickadee	0.988555	0.988555	false	true	true
4	vit	patch_perturbation	None	chickadee	chickadee	0.993673	0.993673	false	true	true
4	vit	patch_perturbation	blur	chickadee	chickadee	0.996789	0.996789	false	true	true
4	vit	patch_perturbation	compress	chickadee	chickadee	0.997514	0.997514	false	true	true
4	vit	patch_perturbation	patch_mask_zero	chickadee	chickadee	0.993916	0.993916	false	true	true
4	vit	patch_perturbation	patch_mask_blur	chickadee	chickadee	0.993653	0.993653	false	true	true
4	vit	patch_fool	None	chickadee	chickadee	0.975974	0.975974	false	true	true
4	vit	patch_fool	blur	chickadee	chickadee	0.965346	0.965346	false	true	true
4	vit	patch_fool	compress	chickadee	chickadee	0.985715	0.985715	false	true	true
4	vit	patch_fool	patch_mask_zero	chickadee	chickadee	0.961403	0.961403	false	true	true
4	vit	patch_fool	patch_mask_blur	chickadee	chickadee	0.979769	0.979769	false	true	true
5	vit	Clean	None	mitten	mitten	0.98947	0.98947	false	true	true
5	vit	Clean	blur	mitten	mitten	0.995462	0.995462	false	true	true
5	vit	Clean	compress	mitten	wool, woolen, woollen	0.192799	0.311032	true	false	false
5	vit	Clean	patch_mask_zero	mitten	mitten	0.989705	0.989705	false	true	true
5	vit	Clean	patch_mask_blur	mitten	mitten	0.988453	0.988453	false	true	true
5	vit	token	None	mitten	cellular telephone, cellular phone, cellphone, cell, mobile phone	0.000578	0.852659	true	false	false
5	vit	token	blur	mitten	mitten	0.417092	0.417092	false	true	true
5	vit	token	compress	mitten	window screen	0.004665	0.210485	true	false	false
5	vit	token	patch_mask_zero	mitten	cellular telephone, cellular phone, cellphone, cell, mobile phone	0.000714	0.795181	true	false	false
5	vit	token	patch_mask_blur	mitten	cellular telephone, cellular phone, cellphone, cell, mobile phone	0.000749	0.873289	true	false	false
5	vit	patch_perturbation	None	mitten	bubble	0.000109	0.99862	true	false	false
5	vit	patch_perturbation	blur	mitten	mitten	0.994152	0.994152	false	true	true
5	vit	patch_perturbation	compress	mitten	wool, woolen, woollen	0.044967	0.32794	true	false	false
5	vit	patch_perturbation	patch_mask_zero	mitten	bubble	0.00102	0.992119	true	false	false
5	vit	patch_perturbation	patch_mask_blur	mitten	bubble	0.000084	0.998799	true	false	false
5	vit	patch_fool	None	mitten	teddy, teddy bear	0.002154	0.641652	true	false	false
5	vit	patch_fool	blur	mitten	mitten	0.751414	0.751414	false	true	true
5	vit	patch_fool	compress	mitten	teddy, teddy bear	0.003335	0.257465	true	false	false
5	vit	patch_fool	patch_mask_zero	mitten	teddy, teddy bear	0.002384	0.71252	true	false	false
5	vit	patch_fool	patch_mask_blur	mitten	teddy, teddy bear	0.002301	0.646949	true	false	false
7	vit	Clean	None	sombrero	sombrero	0.987601	0.987601	false	true	true
7	vit	Clean	blur	sombrero	sombrero	0.575172	0.575172	false	true	true
7	vit	Clean	compress	sombrero	sombrero	0.934845	0.934845	false	true	true
7	vit	Clean	patch_mask_zero	sombrero	sombrero	0.981073	0.981073	false	true	true
7	vit	Clean	patch_mask_blur	sombrero	sombrero	0.974368	0.974368	false	true	true
7	vit	token	None	sombrero	spatula	0.002742	0.838207	true	false	false
7	vit	token	blur	sombrero	sombrero	0.446328	0.446328	false	true	true
7	vit	token	compress	sombrero	sombrero	0.906689	0.906689	false	true	true
7	vit	token	patch_mask_zero	sombrero	spatula	0.002396	0.957627	true	false	false
7	vit	token	patch_mask_blur	sombrero	spatula	0.00254	0.830261	true	false	false
7	vit	patch_perturbation	None	sombrero	cleaver, meat cleaver, chopper	0.198578	0.516035	true	false	false
7	vit	patch_perturbation	blur	sombrero	sombrero	0.292463	0.292463	false	true	true
7	vit	patch_perturbation	compress	sombrero	sombrero	0.767144	0.767144	false	true	true
7	vit	patch_perturbation	patch_mask_zero	sombrero	sombrero	0.338275	0.338275	false	true	true
7	vit	patch_perturbation	patch_mask_blur	sombrero	cleaver, meat cleaver, chopper	0.149973	0.497657	true	false	false
7	vit	patch_fool	None	sombrero	cowboy hat, ten-gallon hat	0.071881	0.925351	true	false	false
7	vit	patch_fool	blur	sombrero	sombrero	0.347062	0.347062	false	true	true
7	vit	patch_fool	compress	sombrero	sombrero	0.804186	0.804186	false	true	true
7	vit	patch_fool	patch_mask_zero	sombrero	cowboy hat, ten-gallon hat	0.105143	0.891983	true	false	false
7	vit	patch_fool	patch_mask_blur	sombrero	cowboy hat, ten-gallon hat	0.067463	0.93003	true	false	false