Share your thoughts, 1 month free Claude Pro on usSee more

Textual Explanation on ImageNet-1K misclassified cases

1.7Mean Score

FaithTrace

Updated 14d ago

Evaluation Results

Method	Links
FaithTrace 2026.05		1.7	0	2.971	8.14
FaithTrace 2026.05		1.574	0.002	2.714	7.603
TEXTER 2026.05		0.668	0.22	-0.002	3.44
TEXTER 2026.05		0.643	0.232	-0.141	3.464
Text-To-Concept 2026.05		0.507	0.248	-0.281	3.189
Text-To-Concept 2026.05		0.502	0.263	-0.024	3.118
FaithTrace 2026.05		0.19	0	2.496	4.869
FaithTrace 2026.05		0.171	0	2.271	4.598
FaithTrace 2026.05		0.13	0	0.874	1.077
FaithTrace 2026.05		0.121	0	0.779	0.967
FaithTrace 2026.05		0.069	0.007	1.375	1.732
TEXTER 2026.05		0.068	0.277	0.579	2.571
TEXTER 2026.05		0.063	0.284	0.652	2.65
FaithTrace 2026.05		0.062	0.014	1.319	1.656
Text-To-Concept 2026.05		0.053	0.29	-0.172	1.516
Text-To-Concept 2026.05		0.051	0.314	-0.184	1.552
FaithTrace 2026.05		0.044	0.02	3.108	7.751
Text-To-Concept 2026.05		0.043	0.267	0.184	0.303
TEXTER 2026.05		0.043	0.283	0.389	0.537
Text-To-Concept 2026.05		0.039	0.296	0.165	0.285
FaithTrace 2026.05		0.039	0.048	2.806	7.435
TEXTER 2026.05		0.038	0.3	0.328	0.465
TEXTER 2026.05		0.035	0.183	0.672	0.947
TEXTER 2026.05		0.03	0.23	0.598	0.853
Text-To-Concept 2026.05		0.021	0.253	0.253	0.477
Text-To-Concept 2026.05		0.019	0.286	0.229	0.436
Text-To-Concept 2026.05		0.002	0.497	-2.069	2.989
Text-To-Concept 2026.05		0	0.524	-2.127	2.77
TEXTER 2026.05		-0.01	0.623	-1.961	2.405
TEXTER 2026.05		-0.011	0.63	-2.072	2.33
Random 2026.05		-0.019	0.737	-1.752	2.633
Random 2026.05		-0.022	0.638	0.161	0.276
Random 2026.05		-0.024	0.74	-2.156	2.237
Random 2026.05		-0.026	0.712	0.339	0.51
Random 2026.05		-0.027	0.713	0.24	0.434
Random 2026.05		-0.028	0.657	0.187	0.293
Random 2026.05		-0.042	0.68	0.135	1.518
Random 2026.05		-0.043	0.647	0.093	1.575
Random 2026.05		-0.212	0.604	-0.109	3.319
Random 2026.05		-0.243	0.593	-0.001	3.283