@@ -71,187 +71,188 @@ <h3>Quantitative Results</h3>
7171 </ thead >
7272 < tbody >
7373 < tr >
74- < td rowspan ="7 "> RealSR</ td >
75- < td > CLIP-IQA+ ↑</ td >
76- < td > 0.5005</ td >
77- < td > 0.4408</ td >
78- < td > 0.5416</ td >
79- < td > 0.6731</ td >
80- < td > 0.5331</ td >
81- < td > 0.5640</ td >
82- < td class ="best-result "> 0.7074</ td >
74+ < td class =" benchmark-col " rowspan ="7 "> RealSR</ td >
75+ < td class =" metric-col " > CLIP-IQA+ ↑</ td >
76+ < td class =" method-col " > 0.5005</ td >
77+ < td class =" method-col " > 0.4408</ td >
78+ < td class =" method-col " > 0.5416</ td >
79+ < td class =" method-col " > 0.6731</ td >
80+ < td class =" method-col " > 0.5331</ td >
81+ < td class =" method-col " > 0.5640</ td >
82+ < td class ="method-col best-result "> 0.7074</ td >
8383 </ tr >
8484 < tr >
85- < td > Q-Align ↑</ td >
86- < td > 3.1045</ td >
87- < td > 2.5087</ td >
88- < td > 3.3615</ td >
89- < td > 3.6073</ td >
90- < td > 3.0044</ td >
91- < td > 3.4682</ td >
92- < td class ="best-result "> 3.7555</ td >
85+ < td class =" metric-col " > Q-Align ↑</ td >
86+ < td class =" method-col " > 3.1045</ td >
87+ < td class =" method-col " > 2.5087</ td >
88+ < td class =" method-col " > 3.3615</ td >
89+ < td class =" method-col " > 3.6073</ td >
90+ < td class =" method-col " > 3.0044</ td >
91+ < td class =" method-col " > 3.4682</ td >
92+ < td class ="method-col best-result "> 3.7555</ td >
9393 </ tr >
9494 < tr >
95- < td > MUSIQ ↑</ td >
96- < td > 49.50</ td >
97- < td > 39.98</ td >
98- < td > 57.95</ td >
99- < td > 67.57</ td >
100- < td > 49.48</ td >
101- < td > 55.68</ td >
102- < td class ="best-result "> 70.20</ td >
95+ < td class =" metric-col " > MUSIQ ↑</ td >
96+ < td class =" method-col " > 49.50</ td >
97+ < td class =" method-col " > 39.98</ td >
98+ < td class =" method-col " > 57.95</ td >
99+ < td class =" method-col " > 67.57</ td >
100+ < td class =" method-col " > 49.48</ td >
101+ < td class =" method-col " > 55.68</ td >
102+ < td class ="method-col best-result "> 70.20</ td >
103103 </ tr >
104104 < tr >
105- < td > MANIQA ↑</ td >
106- < td > 0.2976</ td >
107- < td > 0.2356</ td >
108- < td > 0.3753</ td >
109- < td > 0.5087</ td >
110- < td > 0.3092</ td >
111- < td > 0.3426</ td >
112- < td class ="best-result "> 0.5437</ td >
105+ < td class =" metric-col " > MANIQA ↑</ td >
106+ < td class =" method-col " > 0.2976</ td >
107+ < td class =" method-col " > 0.2356</ td >
108+ < td class =" method-col " > 0.3753</ td >
109+ < td class =" method-col " > 0.5087</ td >
110+ < td class =" method-col " > 0.3092</ td >
111+ < td class =" method-col " > 0.3426</ td >
112+ < td class ="method-col best-result "> 0.5437</ td >
113113 </ tr >
114114 < tr >
115- < td > NIMA ↑</ td >
116- < td > 4.7026</ td >
117- < td > 4.3639</ td >
118- < td > 4.8282</ td >
119- < td > 4.8957</ td >
120- < td > 4.4948</ td >
121- < td > 4.6401</ td >
122- < td class ="best-result "> 5.1072</ td >
115+ < td class =" metric-col " > NIMA ↑</ td >
116+ < td class =" method-col " > 4.7026</ td >
117+ < td class =" method-col " > 4.3639</ td >
118+ < td class =" method-col " > 4.8282</ td >
119+ < td class =" method-col " > 4.8957</ td >
120+ < td class =" method-col " > 4.4948</ td >
121+ < td class =" method-col " > 4.6401</ td >
122+ < td class ="method-col best-result "> 5.1072</ td >
123123 </ tr >
124124 < tr >
125- < td > CLIP-IQA ↑</ td >
126- < td > 0.5283</ td >
127- < td > 0.3521</ td >
128- < td > 0.6601</ td >
129- < td class ="best-result "> 0.6993</ td >
130- < td > 0.5390</ td >
131- < td > 0.4857</ td >
132- < td > 0.6783</ td >
125+ < td class =" metric-col " > CLIP-IQA ↑</ td >
126+ < td class =" method-col " > 0.5283</ td >
127+ < td class =" method-col " > 0.3521</ td >
128+ < td class =" method-col " > 0.6601</ td >
129+ < td class ="method-col best-result "> 0.6993</ td >
130+ < td class =" method-col " > 0.5390</ td >
131+ < td class =" method-col " > 0.4857</ td >
132+ < td class =" method-col " > 0.6783</ td >
133133 </ tr >
134134 < tr >
135- < td > NIQE ↓</ td >
136- < td > 9.0674</ td >
137- < td > 6.8733</ td >
138- < td > 6.4682</ td >
139- < td > 5.4594</ td >
140- < td > 5.2873</ td >
141- < td > 5.2819</ td >
142- < td class ="best-result "> 4.2893</ td >
135+ < td class =" metric-col " > NIQE ↓</ td >
136+ < td class =" method-col " > 9.0674</ td >
137+ < td class =" method-col " > 6.8733</ td >
138+ < td class =" method-col " > 6.4682</ td >
139+ < td class =" method-col " > 5.4594</ td >
140+ < td class =" method-col " > 5.2873</ td >
141+ < td class =" method-col " > 5.2819</ td >
142+ < td class ="method-col best-result "> 4.2893</ td >
143143 </ tr >
144144 < tr >
145- < td rowspan ="7 "> RealLQ250</ td >
146- < td > CLIP-IQA+ ↑</ td >
147- < td > 0.5529</ td >
148- < td > 0.5804</ td >
149- < td > 0.6054</ td >
150- < td > 0.7034</ td >
151- < td > 0.6810</ td >
152- < td > 0.6532</ td >
153- < td class ="best-result "> 0.7406</ td >
145+ < td class =" benchmark-col " rowspan ="7 "> RealLQ250</ td >
146+ < td class =" metric-col " > CLIP-IQA+ ↑</ td >
147+ < td class =" method-col " > 0.5529</ td >
148+ < td class =" method-col " > 0.5804</ td >
149+ < td class =" method-col " > 0.6054</ td >
150+ < td class =" method-col " > 0.7034</ td >
151+ < td class =" method-col " > 0.6810</ td >
152+ < td class =" method-col " > 0.6532</ td >
153+ < td class ="method-col best-result "> 0.7406</ td >
154154 </ tr >
155155 < tr >
156- < td > Q-Align ↑</ td >
157- < td > 3.6318</ td >
158- < td > 3.5586</ td >
159- < td > 3.7451</ td >
160- < td > 4.1423</ td >
161- < td > 4.0640</ td >
162- < td > 4.1347</ td >
163- < td class ="best-result "> 4.3935</ td >
156+ < td class =" metric-col " > Q-Align ↑</ td >
157+ < td class =" method-col " > 3.6318</ td >
158+ < td class =" method-col " > 3.5586</ td >
159+ < td class =" method-col " > 3.7451</ td >
160+ < td class =" method-col " > 4.1423</ td >
161+ < td class =" method-col " > 4.0640</ td >
162+ < td class =" method-col " > 4.1347</ td >
163+ < td class ="method-col best-result "> 4.3935</ td >
164164 </ tr >
165165 < tr >
166- < td > MUSIQ ↑</ td >
167- < td > 59.50</ td >
168- < td > 57.25</ td >
169- < td > 65.45</ td >
170- < td > 70.38</ td >
171- < td > 67.08</ td >
172- < td > 65.81</ td >
173- < td class ="best-result "> 73.01</ td >
166+ < td class =" metric-col " > MUSIQ ↑</ td >
167+ < td class =" method-col " > 59.50</ td >
168+ < td class =" method-col " > 57.25</ td >
169+ < td class =" method-col " > 65.45</ td >
170+ < td class =" method-col " > 70.38</ td >
171+ < td class =" method-col " > 67.08</ td >
172+ < td class =" method-col " > 65.81</ td >
173+ < td class ="method-col best-result "> 73.01</ td >
174174 </ tr >
175175 < tr >
176- < td > MANIQA ↑</ td >
177- < td > 0.3397</ td >
178- < td > 0.2937</ td >
179- < td > 0.4230</ td >
180- < td > 0.4895</ td >
181- < td > 0.4400</ td >
182- < td > 0.3826</ td >
183- < td class ="best-result "> 0.5589</ td >
176+ < td class =" metric-col " > MANIQA ↑</ td >
177+ < td class =" method-col " > 0.3397</ td >
178+ < td class =" method-col " > 0.2937</ td >
179+ < td class =" method-col " > 0.4230</ td >
180+ < td class =" method-col " > 0.4895</ td >
181+ < td class =" method-col " > 0.4400</ td >
182+ < td class =" method-col " > 0.3826</ td >
183+ < td class ="method-col best-result "> 0.5589</ td >
184184 </ tr >
185185 < tr >
186- < td > NIMA ↑</ td >
187- < td > 5.0624</ td >
188- < td > 5.0538</ td >
189- < td > 5.2397</ td >
190- < td > 5.3146</ td >
191- < td > 5.2200</ td >
192- < td > 5.0806</ td >
193- < td class ="best-result "> 5.4836</ td >
186+ < td class =" metric-col " > NIMA ↑</ td >
187+ < td class =" method-col " > 5.0624</ td >
188+ < td class =" method-col " > 5.0538</ td >
189+ < td class =" method-col " > 5.2397</ td >
190+ < td class =" method-col " > 5.3146</ td >
191+ < td class =" method-col " > 5.2200</ td >
192+ < td class =" method-col " > 5.0806</ td >
193+ < td class ="method-col best-result "> 5.4836</ td >
194194 </ tr >
195195 < tr >
196- < td > CLIP-IQA ↑</ td >
197- < td > 0.6129</ td >
198- < td > 0.5160</ td >
199- < td class ="best-result "> 0.7166</ td >
200- < td > 0.7063</ td >
201- < td > 0.6950</ td >
202- < td > 0.5767</ td >
203- < td > 0.7122</ td >
196+ < td class =" metric-col " > CLIP-IQA ↑</ td >
197+ < td class =" method-col " > 0.6129</ td >
198+ < td class =" method-col " > 0.5160</ td >
199+ < td class ="method-col best-result "> 0.7166</ td >
200+ < td class =" method-col " > 0.7063</ td >
201+ < td class =" method-col " > 0.6950</ td >
202+ < td class =" method-col " > 0.5767</ td >
203+ < td class =" method-col " > 0.7122</ td >
204204 </ tr >
205205 < tr >
206- < td > NIQE ↓</ td >
207- < td > 6.6326</ td >
208- < td > 4.6236</ td >
209- < td > 5.4425</ td >
210- < td > 4.4383</ td >
211- < td > 3.8700</ td >
212- < td class ="best-result "> 3.6591</ td >
213- < td > 3.6742</ td >
206+ < td class =" metric-col " > NIQE ↓</ td >
207+ < td class =" method-col " > 6.6326</ td >
208+ < td class =" method-col " > 4.6236</ td >
209+ < td class =" method-col " > 5.4425</ td >
210+ < td class =" method-col " > 4.4383</ td >
211+ < td class =" method-col " > 3.8700</ td >
212+ < td class ="method-col best-result "> 3.6591</ td >
213+ < td class =" method-col " > 3.6742</ td >
214214 </ tr >
215215 </ tbody >
216216 </ table >
217+ < div class ="table-caption ">
218+ < span class ="table-number "> Table 1:</ span > Quantitative comparison across different IQA metrics on RealSR and RealLQ250 datasets. Best results are highlighted in bold.
219+ </ div >
217220 </ div >
218221 </ div >
219222
220223 <!-- Qualitative Results -->
221224 < h3 > Qualitative Results</ h3 >
222225 < p class ="comparison-subtitle "> Input | SinSR | SeeSR | SUPIR | DreamClear | LucidFlux (Ours)</ p >
223- < div class ="comparison-slider-container ">
224- < div class ="comparison-track ">
225- < div class ="comparison-item ">
226- < img src ="comparison/comparison_013.jpg " alt ="Comparison 013 " class ="comparison-image ">
227- </ div >
228- < div class ="comparison-item ">
229- < img src ="comparison/comparison_040.jpg " alt ="Comparison 040 " class ="comparison-image ">
230- </ div >
231- < div class ="comparison-item ">
232- < img src ="comparison/comparison_041.jpg " alt ="Comparison 041 " class ="comparison-image ">
233- </ div >
234- < div class ="comparison-item ">
235- < img src ="comparison/comparison_079.jpg " alt ="Comparison 079 " class ="comparison-image ">
236- </ div >
237- < div class ="comparison-item ">
238- < img src ="comparison/comparison_082.jpg " alt ="Comparison 082 " class ="comparison-image ">
239- </ div >
240- < div class ="comparison-item ">
241- < img src ="comparison/comparison_111.jpg " alt ="Comparison 111 " class ="comparison-image ">
242- </ div >
243- < div class ="comparison-item ">
244- < img src ="comparison/comparison_123.jpg " alt ="Comparison 123 " class ="comparison-image ">
245- </ div >
246- < div class ="comparison-item ">
247- < img src ="comparison/comparison_137.jpg " alt ="Comparison 137 " class ="comparison-image ">
248- </ div >
249- < div class ="comparison-item ">
250- < img src ="comparison/comparison_160.jpg " alt ="Comparison 160 " class ="comparison-image ">
251- </ div >
252- < div class ="comparison-item ">
253- < img src ="comparison/comparison_166.jpg " alt ="Comparison 166 " class ="comparison-image ">
254- </ div >
226+ < div class ="comparison-grid ">
227+ < div class ="comparison-item ">
228+ < img src ="comparison/comparison_013.jpg " alt ="Comparison 013 " class ="comparison-image ">
229+ </ div >
230+ < div class ="comparison-item ">
231+ < img src ="comparison/comparison_040.jpg " alt ="Comparison 040 " class ="comparison-image ">
232+ </ div >
233+ < div class ="comparison-item ">
234+ < img src ="comparison/comparison_041.jpg " alt ="Comparison 041 " class ="comparison-image ">
235+ </ div >
236+ < div class ="comparison-item ">
237+ < img src ="comparison/comparison_079.jpg " alt ="Comparison 079 " class ="comparison-image ">
238+ </ div >
239+ < div class ="comparison-item ">
240+ < img src ="comparison/comparison_082.jpg " alt ="Comparison 082 " class ="comparison-image ">
241+ </ div >
242+ < div class ="comparison-item ">
243+ < img src ="comparison/comparison_111.jpg " alt ="Comparison 111 " class ="comparison-image ">
244+ </ div >
245+ < div class ="comparison-item ">
246+ < img src ="comparison/comparison_123.jpg " alt ="Comparison 123 " class ="comparison-image ">
247+ </ div >
248+ < div class ="comparison-item ">
249+ < img src ="comparison/comparison_137.jpg " alt ="Comparison 137 " class ="comparison-image ">
250+ </ div >
251+ < div class ="comparison-item ">
252+ < img src ="comparison/comparison_160.jpg " alt ="Comparison 160 " class ="comparison-image ">
253+ </ div >
254+ < div class ="comparison-item ">
255+ < img src ="comparison/comparison_166.jpg " alt ="Comparison 166 " class ="comparison-image ">
255256 </ div >
256257 </ div >
257258 < p class ="comparison-note "> * Numbers correspond to RealLQ250 dataset image indices</ p >
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