-
Notifications
You must be signed in to change notification settings - Fork 1
/
index.html
1942 lines (1818 loc) · 84.6 KB
/
index.html
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
<!DOCTYPE HTML>
<html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8">
<!-- Global site tag (gtag.js) - Google Analytics -->
<script async src="https://www.googletagmanager.com/gtag/js?id=UA-110862391-1"></script>
<script>
window.dataLayer = window.dataLayer || [];
function gtag(){dataLayer.push(arguments);}
gtag('js', new Date());
gtag('config', 'UA-110862391-1');
</script>
<title>Ben Mildenhall</title>
<meta name="author" content="Ben Mildenhall">
<meta name="viewport" content="width=device-width, initial-scale=1">
<link rel="stylesheet" type="text/css" href="css/stylesheet.css">
<link rel="icon" type="image/png" href="img/wlt.ico">
<style>
.pill-container {
display: flex;
flex-wrap: wrap;
justify-content: space-around;
margin: 20px;
}
.pill {
border: 1px solid #ddd;
padding: 10px;
cursor: pointer;
transition: background-color 0.3s;
text-align: center;
}
.pill:hover {
background-color: #f1f1f1;
}
.thumbnail {
max-width: 160px;
height: auto;
transition: filter 0.3s;
}
</style>
</head>
<!--
cdict = {
'main_blue_purple': (163, 173, 239),
'deep_green': (33, 62, 12),
'vivid_blue': (21, 18, 226),
'alt_maroon': (84, 21, 24),
'light_green': (198, 244, 79),
'light_purple': (231, 199, 243),
'white': (255,255,255),
'black': (0,0,0),
} -->
<body>
<table style="width:100%;max-width:800px;border:0px;border-spacing:0px;border-collapse:separate;margin-right:auto;margin-left:auto;"><tbody>
<tr style="padding:0px">
<td style="padding:0px">
<table style="width:100%;border:0px;border-spacing:0px;border-collapse:separate;margin-right:auto;margin-left:auto;"><tbody>
<tr style="padding:0px">
<td style="padding:2.5%;width:63%;vertical-align:middle">
<p style="text-align:center">
<name>Ben Mildenhall</name>
</p><p>I work on problems in graphics and 3D computer vision at <a href="https://worldlabs.ai/" style="color: #1772d0;" onmouseover="this.style.color='rgb(198, 244, 79)';" onmouseout="this.style.color='#1772d0';">World Labs.</a>
</p>
<p>
From 2021 to 2023, I was a research scientist at <a href="https://ai.google/research">Google Research</a>. I received my PhD from <a href="http://eecs.berkely.edu">UC Berkeley</a> in 2020, where I was advised by <a href="https://www2.eecs.berkeley.edu/Faculty/Homepages/yirenng.html">Ren Ng</a> and supported by a <a href="http://hertzfoundation.org/">Hertz fellowship</a>.
</p>
<p>
In the summer of 2017, I was an intern in <a href="http://graphics.stanford.edu/~levoy/">Marc Levoy's</a> group in <a href="https://research.google.com/">Google Research</a>. In the summer of 2018, I worked with <a href="https://github.com/rodrygojose">Rodrigo Ortiz-Cayon</a> and <a href="https://abhishekkar.info/">Abhishek Kar</a> at <a href="https://fyusion.com/">Fyusion</a>.
I did my undergrad at <a href="http://cs.stanford.edu">Stanford University</a> and worked at <a href="https://graphics.pixar.com/research/">Pixar Research</a> in the summer of 2014.
</p>
<p style="text-align:center">
<a href="mailto:[email protected]">Email</a>  / 
<a href="data/cv.pdf">CV</a>  / 
<a href="data/bio.txt">Bio</a>  / 
<a href="https://scholar.google.com/citations?user=NozIDL8AAAAJ&hl=en">Google Scholar</a>  / 
<a href="https://twitter.com/BenMildenhall">Twitter</a>  / 
<a href="https://github.com/bmild">GitHub</a>
</p>
</td>
<td style="padding:2.5%;width:40%;max-width:40%">
<a href="img/ben_vive.jpg">
<img src="img/BenMildenhallHead.jpg" width="250px"></a>
</td>
</tr>
</tbody></table>
<table width="100%" align="center" border="0" cellspacing="0" cellpadding="20"><tbody>
<tr>
<td>
<heading>Highlights</heading>
</td>
</tr>
</tbody></table>
<div class="pill-container">
<div class="pill nerf">
<a href="https://matthewtancik.com/nerf"><video muted autoplay loop src="img/vase_small.mp4" alt="Nerf"></a>
<p><a href="https://matthewtancik.com/nerf"><papertitle>Neural Radiance Fields</papertitle></a><br>Many images to 3D</p>
</div>
<div class="pill mipnerf360">
<a href="https://jonbarron.info/mipnerf360"><video muted autoplay loop class="thumbnail" src="img/kitchenlego_square320_crf23.mp4" alt="Mipnerf360"></a>
<p><a href="https://jonbarron.info/mipnerf360"><papertitle>mip-NeRF 360</papertitle></a> / <a href="https://jonbarron.info/zipnerf"><papertitle>Zip-NeRF</papertitle></a>
<br>Bigger and better NeRF</p>
</div>
<div class="pill dreamfusion">
<a href="https://dreamfusion3d.github.io/"><video muted autoplay loop class="thumbnail" src="img/dreamfusion.mp4" alt="Dreamfusion"></a>
<p><a href="https://dreamfusion3d.github.io/"><papertitle>DreamFusion</papertitle></a>
<br>Text to 3D</p>
</div>
<div class="pill reconfusion">
<a href="https://reconfusion.github.io/"><video muted autoplay loop class="thumbnail" src="img/recon.mp4" alt="Reconfusion"></a>
<p><a href="https://reconfusion.github.io/"><papertitle>ReconFusion</papertitle></a>
<br>Few images to 3D</p>
</div>
</div>
<table style="width:100%;border:0px;border-spacing:0px;border-collapse:separate;margin-right:auto;margin-left:auto;"><tbody>
<tr>
<td style="padding:20px;width:100%;vertical-align:middle">
<heading>Research</heading>
</td>
</tr>
</tbody></table>
<table style="width:100%;border:0px;border-spacing:0px;border-collapse:separate;margin-right:auto;margin-left:auto;"><tbody>
<tr onmouseout="nerfcasting_stop()" onmouseover="nerfcasting_start()">
<td style="padding:20px;width:25%;vertical-align:middle">
<div class="one">
<div class="two" id='nerfcasting_image'><video width=100% muted autoplay loop>
<source src="img/nerfcasting.mp4" type="video/mp4">
Your browser does not support the video tag.
</video></div>
<img src='img/nerfcasting.jpg' width=100%>
</div>
<script type="text/javascript">
function nerfcasting_start() {
document.getElementById('nerfcasting_image').style.opacity = "1";
}
function nerfcasting_stop() {
document.getElementById('nerfcasting_image').style.opacity = "0";
}
nerfcasting_stop()
</script>
</td>
<td style="padding:20px;width:75%;vertical-align:middle">
<a href="https://nerf-casting.github.io/">
<papertitle>NeRF-Casting: Improved View-Dependent Appearance with Consistent Reflections</papertitle>
</a>
<br>
<a href="https://dorverbin.github.io/">Dor Verbin</a>,
<a href="https://pratulsrinivasan.github.io/">Pratul Srinivasan</a>,
<a href="https://phogzone.com/">Peter Hedman</a>,
<a href="https://benattal.github.io/">Benjamin Attal</a>,
<strong>Ben Mildenhall</strong>,
<a href="https://szeliski.org/RichardSzeliski.htm">Richard Szeliski</a>,
<a href="https://jonbarron.info/">Jonathan T. Barron</a>
<br>
<em>SIGGRAPH Asia</em>, 2024
<br>
<a href="https://nerf-casting.github.io/">project page</a>
/
<a href="https://arxiv.org/abs/2405.14871">arXiv</a>
<p></p>
<p>
Carefully casting reflection rays lets us synthesize photorealistic specularities in real-world scenes.
</p>
</td>
</tr>
<tr onmouseout="flash_cache_stop()" onmouseover="flash_cache_start()">
<td style="padding:20px;width:25%;vertical-align:middle">
<div class="one">
<div class="two" id='flash_cache_image'><video width=100% muted autoplay loop>
<source src="img/flash_cache.mp4" type="video/mp4">
Your browser does not support the video tag.
</video></div>
<img src='img/flash_cache.png' width=100%>
</div>
<script type="text/javascript">
function flash_cache_start() {
document.getElementById('flash_cache_image').style.opacity = "1";
}
function flash_cache_stop() {
document.getElementById('flash_cache_image').style.opacity = "0";
}
flash_cache_stop()
</script>
</td>
<td style="padding:20px;width:75%;vertical-align:middle">
<a href="https://benattal.github.io/flash-cache/">
<papertitle>Flash Cache: Reducing Bias in Radiance Cache Based Inverse Rendering</papertitle>
</a>
<br>
<a href="https://benattal.github.io/">Benjamin Attal</a>,
<a href="https://dorverbin.github.io/">Dor Verbin</a>,
<strong>Ben Mildenhall</strong>,
<a href="https://phogzone.com/">Peter Hedman</a>,
<a href="https://jonbarron.info/">Jonathan T. Barron</a>,
<a href="https://www.cs.cmu.edu/~motoole2/">Matthew O'Toole</a>,
<a href="https://pratulsrinivasan.github.io/">Pratul P. Srinivasan</a>
<br>
<em>ECCV</em>, 2024 <font color="red"><strong>(oral)</strong></font>
<br>
<a href="https://benattal.github.io/flash-cache/">project page</a>
/
<a href="TODO">arXiv</a>
<p></p>
<p>
Radiance caching enables more physically accurate inverse rendering to recover geometry, materials, and lighting from RGB images of an object or scene.
</p>
</td>
</tr>
<tr onmouseout="nuvo_stop()" onmouseover="nuvo_start()">
<td style="padding:20px;width:25%;vertical-align:middle">
<div class="one">
<div class="two" id='nuvo_image'><video width=100% muted autoplay loop>
<source src="img/nuvo.mp4" type="video/mp4">
Your browser does not support the video tag.
</video></div>
<img src='img/nuvo.jpg' width=100%>
</div>
<script type="text/javascript">
function nuvo_start() {
document.getElementById('nuvo_image').style.opacity = "1";
}
function nuvo_stop() {
document.getElementById('nuvo_image').style.opacity = "0";
}
nuvo_stop()
</script>
</td>
<td style="padding:20px;width:75%;vertical-align:middle">
<a href="https://pratulsrinivasan.github.io/nuvo/">
<papertitle>Nuvo: Neural UV Mapping for Unruly 3D Representations</papertitle>
</a>
<br>
<a href="https://pratulsrinivasan.github.io/">Pratul Srinivasan</a>,
<a href="http://stephangarbin.com/">Stephan J. Garbin</a>,
<a href="https://dorverbin.github.io/">Dor Verbin</a>,
<a href="https://jonbarron.info/">Jonathan T. Barron</a>,
<strong>Ben Mildenhall</strong>
<br>
<em>ECCV</em>, 2024
<br>
<a href="https://pratulsrinivasan.github.io/nuvo/">project page</a>
/
<a href="https://www.youtube.com/watch?v=hmJiOSTDQZI">video</a>
/
<a href="http://arxiv.org/abs/2312.05283">arXiv</a>
<p></p>
<p>
Use neural fields to recover editable UV mappings for challenging geometry (e.g. NeRFs, marching cubes meshes, DreamFusion).
</p>
</td>
</tr>
<tr onmouseout="bog_stop()" onmouseover="bog_start()">
<td style="padding:20px;width:25%;vertical-align:middle">
<div class="one">
<div class="two" id='bog_image'><video width=100% muted autoplay loop>
<source src="img/bog.jpg" type="video/mp4">
Your browser does not support the video tag.
</video></div>
<img src='img/bog.jpg' width=100%>
</div>
<script type="text/javascript">
function bog_start() {
document.getElementById('bog_image').style.opacity = "1";
}
function bog_stop() {
document.getElementById('bog_image').style.opacity = "0";
}
bog_stop()
</script>
</td>
<td style="padding:20px;width:75%;vertical-align:middle">
<a href="https://creiser.github.io/binary_opacity_grid/">
<papertitle>Binary Opacity Grids: Capturing Fine Geometric Detail for Mesh-Based View Synthesis
</papertitle>
</a>
<br>
<a href="https://creiser.github.io/">Christian Reiser</a>,
<a href="http://stephangarbin.com/">Stephan J. Garbin</a>,
<a href="https://pratulsrinivasan.github.io/">Pratul Srinivasan</a>,
<a href="https://dorverbin.github.io/">Dor Verbin</a>,
<a href="https://szeliski.org/RichardSzeliski.htm">Richard Szeliski</a>,<br>
<strong>Ben Mildenhall</strong>,
<a href="https://jonbarron.info/">Jonathan T. Barron</a>,
<a href="https://phogzone.com/">Peter Hedman</a>*,
<a href="https://www.cvlibs.net/">Andreas Geiger</a>*
<br>
<em>SIGGRAPH</em>, 2024
<br>
<a href="https://creiser.github.io/binary_opacity_grid/">project page</a>
/
<a href="https://www.youtube.com/watch?v=2TPUmGRg8bM">video</a>
/
<a href="https://arxiv.org/abs/2402.12377">arXiv</a>
<p></p>
<p>
Apply anti-aliasing to a discrete opacity grid to enable highly-detailed mesh recovery.
</p>
</td>
</tr>
<tr onmouseout="recon_stop()" onmouseover="recon_start()">
<td style="padding:20px;width:25%;vertical-align:middle">
<div class="one">
<div class="two" id='recon_image'><video width=100% height=100% muted autoplay loop>
<source src="img/recon.mp4" type="video/mp4">
Your browser does not support the video tag.
</video></div>
<img src='img/recon.png' width="160">
</div>
<script type="text/javascript">
function recon_start() {
document.getElementById('recon_image').style.opacity = "1";
}
function recon_stop() {
document.getElementById('recon_image').style.opacity = "0";
}
recon_stop()
</script>
</td>
<td style="padding:20px;width:75%;vertical-align:middle">
<a href="https://reconfusion.github.io/">
<papertitle>ReconFusion: 3D Reconstruction with Diffusion Priors</papertitle>
</a>
<br>
<a href="https://www.cs.columbia.edu/~rundi/">Rundi Wu*</a>,
<strong>Ben Mildenhall*</strong>,
<a href="https://henzler.github.io/">Philipp Henzler</a>,
<a href="https://keunhong.com/">Keunhong Park</a>,
<a href="https://ruiqigao.github.io/">Ruiqi Gao</a>,
<a href="https://scholar.google.com/citations?user=_pKKv2QAAAAJ&hl=en/">Daniel Watson</a>,
<a href="https://pratulsrinivasan.github.io/">Pratul Srinivasan</a>,
<a href="https://dorverbin.github.io/">Dor Verbin</a>,
<a href="https://jonbarron.info/">Jonathan T. Barron</a>,
<a href="https://poolio.github.io/">Ben Poole</a>,
<a href="https://holynski.org/">Aleksander Holynski*</a>
<br>
<em>CVPR</em>, 2024
<br>
<a href="https://reconfusion.github.io/">project page</a>
/
<a href="https://arxiv.org/abs/">arXiv</a>
<p></p>
<p>
Finetune an image diffusion model to accept multiview inputs, then use it to regularize radiance field reconstruction.
</p>
</td>
</tr>
<tr onmouseout="eclipse_stop()" onmouseover="eclipse_start()">
<td style="padding:20px;width:25%;vertical-align:middle">
<div class="one">
<div class="two" id='eclipse_image'><video width=100% height=100% muted autoplay loop>
<source src="img/eclipse_after.mp4" type="video/mp4">
Your browser does not support the video tag.
</video></div>
<img src='img/eclipse_before.jpg' width="160">
</div>
<script type="text/javascript">
function eclipse_start() {
document.getElementById('eclipse_image').style.opacity = "1";
}
function eclipse_stop() {
document.getElementById('eclipse_image').style.opacity = "0";
}
eclipse_stop()
</script>
</td>
<td style="padding:20px;width:75%;vertical-align:middle">
<a href="https://dorverbin.github.io/eclipse">
<papertitle>Eclipse: Disambiguating Illumination and Materials using Unintended Shadows</papertitle>
</a>
<br>
<a href="https://dorverbin.github.io/">Dor Verbin</a>,
<strong>Ben Mildenhall</strong>,
<a href="https://phogzone.com/">Peter Hedman</a>,
<a href="https://jonbarron.info/">Jonathan T. Barron</a>,
<a href="Todd Zickler">Todd Zickler</a>,
<a href="https://pratulsrinivasan.github.io/">Pratul Srinivasan</a>
<br>
<em>CVPR</em>, 2024 <font color="red"><strong>(oral)</strong></font>
<br>
<a href="https://dorverbin.github.io/eclipse">project page</a>
/
<a href="https://www.youtube.com/watch?v=amQLGyza3EU">video</a>
/
<a href="https://arxiv.org/abs/2305.16321">arXiv</a>
<p></p>
<p>
Shadows cast by unobserved occluders provide a high-frequency cue for recovering illumination and materials.
</p>
</td>
</tr>
<tr onmouseout="genten_stop()" onmouseover="genten_start()">
<td style="padding:20px;width:25%;vertical-align:middle">
<div class="one">
<div class="two" id='genten_image'><video width=100% height=100% muted autoplay loop>
<source src="img/genten.mp4" type="video/mp4">
Your browser does not support the video tag.
</video></div>
<img src='img/genten.jpg' width="160">
</div>
<script type="text/javascript">
function genten_start() {
document.getElementById('genten_image').style.opacity = "1";
}
function genten_stop() {
document.getElementById('genten_image').style.opacity = "0";
}
genten_stop()
</script>
</td>
<td style="padding:20px;width:75%;vertical-align:middle">
<a href="https://powers-of-10.github.io/">
<papertitle>Generative Powers of Ten</papertitle>
</a>
<br>
<a href="https://scholar.google.ch/citations?user=v3NXpJAAAAAJ&hl=en">Xiaojuan Wang</a>,
<a href="https://www.linkedin.com/in/jannekontkanen/">Janne Kontkanen</a>,
<a href="https://homes.cs.washington.edu/~curless/">Brian Curless</a>,
<a href="https://www.smseitz.com/">Steve Seitz</a>,
<a href="https://www.irakemelmacher.com/">Ira Kemelmacher</a>,<br>
<strong>Ben Mildenhall</strong>,
<a href="https://pratulsrinivasan.github.io/">Pratul Srinivasan</a>,
<a href="https://dorverbin.github.io/">Dor Verbin</a>,
<a href="https://holynski.org/">Aleksander Holynski</a>
<br>
<em>CVPR</em>, 2024 <font color="red"><strong>(highlight)</strong></font>
<br>
<a href="https://reconfusion.github.io/">project page</a>
/
<a href="https://arxiv.org/abs/">arXiv</a>
<p></p>
<p>
Use a text-to-image model to generate consistent content across drastically varying scales.
</p>
</td>
</tr>
<tr onmouseout="camp_stop()" onmouseover="camp_start()">
<td style="padding:20px;width:25%;vertical-align:middle">
<div class="one">
<div class="two" id='camp_image'><video width=100% height=100% muted autoplay loop>
<source src="img/camp.mp4" type="video/mp4">
Your browser does not support the video tag.
</video></div>
<img src='img/camp.png' width="160">
</div>
<script type="text/javascript">
function camp_start() {
document.getElementById('camp_image').style.opacity = "1";
}
function camp_stop() {
document.getElementById('camp_image').style.opacity = "0";
}
camp_stop()
</script>
</td>
<td style="padding:20px;width:75%;vertical-align:middle">
<a href="https://camp-nerf.github.io/">
<papertitle>CamP: Camera Preconditioning for Neural Radiance Fields</papertitle>
</a>
<br>
<a href="https://keunhong.com/">Keunhong Park</a>,
<a href="https://henzler.github.io/">Philipp Henzler</a>,
<strong>Ben Mildenhall</strong>,
<a href="https://jonbarron.info/">Jonathan T. Barron</a>,
<a href="http://www.ricardomartinbrualla.com/">Ricardo Martin-Brualla</a>
<br>
<em>SIGGRAPH Asia</em>, 2023
<br>
<a href="https://camp-nerf.github.io/">project page</a>
/
<a href="https://arxiv.org/abs/2308.10902">arXiv</a>
<p></p>
<p>
Preconditioning based on camera parameterization helps NeRF and camera extrinsics/intrinsics optimize better together.
</p>
</td>
</tr>
<tr onmouseout="zipnerf_stop()" onmouseover="zipnerf_start()">
<td style="padding:20px;width:25%;vertical-align:middle">
<div class="one">
<div class="two" id='zipnerf_image'><video width=100% height=100% muted autoplay loop>
<source src="img/portalscrop.mp4" type="video/mp4">
Your browser does not support the video tag.
</video></div>
<img src='img/portalscrop.jpg' width="160">
</div>
<script type="text/javascript">
function zipnerf_start() {
document.getElementById('zipnerf_image').style.opacity = "1";
}
function zipnerf_stop() {
document.getElementById('zipnerf_image').style.opacity = "0";
}
zipnerf_stop()
</script>
</td>
<td style="padding:20px;width:75%;vertical-align:middle">
<a href="http://jonbarron.info/zipnerf">
<papertitle>Zip-NeRF: Anti-Aliased Grid-Based Neural Radiance Fields</papertitle>
</a>
<br>
<a href="https://jonbarron.info/">Jonathan T. Barron</a>,
<strong>Ben Mildenhall</strong>,
<a href="https://dorverbin.github.io/">Dor Verbin</a>,
<a href="https://pratulsrinivasan.github.io/">Pratul Srinivasan</a>,
<a href="https://phogzone.com/">Peter Hedman</a>
<br>
<em>ICCV</em>, 2023 <font color="red"><strong>(Best Paper Finalist)</strong></font>
<br>
<a href="http://jonbarron.info/zipnerf">project page</a>
/
<a href="https://www.youtube.com/watch?v=xrrhynRzC8k">video</a>
/
<a href="https://arxiv.org/abs/2304.06706">arXiv</a>
<p></p>
<p>
Combining mip-NeRF 360 and Instant NGP lets us reconstruct huge scenes.
</p>
</td>
</tr>
<tr onmouseout="db3d_stop()" onmouseover="db3d_start()">
<td style="padding:20px;width:25%;vertical-align:middle">
<div class="one">
<div class="two" id='db3d_image'><video width=100% height=100% muted autoplay loop>
<source src="img/owl.mp4" type="video/mp4">
Your browser does not support the video tag.
</video></div>
<img src='img/owl.png' width="160">
</div>
<script type="text/javascript">
function db3d_start() {
document.getElementById('db3d_image').style.opacity = "1";
}
function db3d_stop() {
document.getElementById('db3d_image').style.opacity = "0";
}
db3d_stop()
</script>
</td>
<td style="padding:20px;width:75%;vertical-align:middle">
<a href="https://dreambooth3d.github.io/">
<papertitle>DreamBooth3D: Subject-Driven Text-to-3D Generation</papertitle>
</a>
<br>
<a href="https://amitraj93.github.io/">Amit Raj</a>, <a href="https://www.linkedin.com/in/srinivas-kaza-64223b74">Srinivas Kaza</a>, <a href="https://poolio.github.io/">Ben Poole</a>, <a href="https://m-niemeyer.github.io/">Michael Niemeyer</a>, <a href="https://natanielruiz.github.io/">Nataniel Ruiz</a>,
<strong>Ben Mildenhall</strong>, <a href="https://scholar.google.com/citations?user=I2qheksAAAAJ">Shiran Zada</a>, <a href="https://kfiraberman.github.io/">Kfir Aberman</a>, <a href="http://people.csail.mit.edu/mrub/">Michael Rubinstein</a>,
<a href="https://jonbarron.info/">Jonathan T. Barron</a>, <a href="http://people.csail.mit.edu/yzli/">Yuanzhen Li</a>, <a href="https://varunjampani.github.io/">Varun Jampani</a>
<br>
<em>ICCV</em>, 2023
<br>
<a href="https://dreambooth3d.github.io/">project page</a> /
<a href="https://arxiv.org/abs/2303.13508">arXiv</a>
<p></p>
<p>Combining DreamBooth (personalized text-to-image) and DreamFusion (text-to-3D) yields high-quality, subject-specific 3D assets with text-driven modifications</p>
</td>
</tr>
<tr onmouseout="bakedsdf_stop()" onmouseover="bakedsdf_start()">
<td style="padding:20px;width:25%;vertical-align:middle">
<div class="one">
<div class="two" id='bakedsdf_image'><video width=100% height=100% muted autoplay loop>
<source src="img/bakedsdf_after.mp4" type="video/mp4">
Your browser does not support the video tag.
</video></div>
<img src='img/bakedsdf_before.jpg' width="160">
</div>
<script type="text/javascript">
function bakedsdf_start() {
document.getElementById('bakedsdf_image').style.opacity = "1";
}
function bakedsdf_stop() {
document.getElementById('bakedsdf_image').style.opacity = "0";
}
bakedsdf_stop()
</script>
</td>
<td style="padding:20px;width:75%;vertical-align:middle">
<a href="https://bakedsdf.github.io/">
<papertitle>BakedSDF: Meshing Neural SDFs for Real-Time View Synthesis</papertitle>
</a>
<br>
<a href="https://lioryariv.github.io/">Lior Yariv*</a>,
<a href="https://phogzone.com/">Peter Hedman*</a>,
<a href="https://creiser.github.io/">Christian Reiser</a>,
<a href="https://dorverbin.github.io/">Dor Verbin</a>,
<a href="https://pratulsrinivasan.github.io/">Pratul Srinivasan</a>,
<a href="https://szeliski.org/RichardSzeliski.htm">Richard Szeliski</a>,
<a href="https://jonbarron.info/">Jonathan T. Barron</a>,
<strong>Ben Mildenhall</strong>
<br>
<em>SIGGRAPH</em>, 2023
<br>
<a href="https://bakedsdf.github.io/">project page</a>
/
<a href="https://www.youtube.com/watch?v=fThKXZ6uDTk">video</a>
/
<a href="https://arxiv.org/abs/2302.14859">arXiv</a>
<p></p>
<p>
We achieve real-time view synthesis by baking a high quality mesh and fine-tuning a lightweight appearance model on top.
</p>
</td>
</tr>
<tr onmouseout="merf_stop()" onmouseover="merf_start()">
<td style="padding:20px;width:25%;vertical-align:middle">
<div class="one">
<div class="two" id='merf_image'><video width=100% height=100% muted autoplay loop>
<source src="img/merf_after.mp4" type="video/mp4">
Your browser does not support the video tag.
</video></div>
<img src='img/merf_before.jpg' width="160">
</div>
<script type="text/javascript">
function merf_start() {
document.getElementById('merf_image').style.opacity = "1";
}
function merf_stop() {
document.getElementById('merf_image').style.opacity = "0";
}
merf_stop()
</script>
</td>
<td style="padding:20px;width:75%;vertical-align:middle">
<a href="https://merf42.github.io/">
<papertitle>MERF: Memory-Efficient Radiance Fields for Real-time View Synthesis in Unbounded Scenes</papertitle>
</a>
<br>
<a href="https://creiser.github.io/">Christian Reiser</a>,
<a href="https://szeliski.org/RichardSzeliski.htm">Richard Szeliski</a>,
<a href="https://dorverbin.github.io/">Dor Verbin</a>,
<a href="https://pratulsrinivasan.github.io/">Pratul Srinivasan</a>,
<strong>Ben Mildenhall</strong>,
<a href="https://www.cvlibs.net/">Andreas Geiger</a>,
<a href="https://jonbarron.info/">Jonathan T. Barron</a>,
<a href="https://phogzone.com/">Peter Hedman</a>
<br>
<em>SIGGRAPH</em>, 2023
<br>
<a href="https://merf42.github.io/">project page</a>
/
<a href="https://www.youtube.com/watch?v=3EACM2JAcxc">video</a>
/
<a href="https://arxiv.org/abs/2302.12249">arXiv</a>
<p></p>
<p>
We achieve real-time view synthesis using a volumetric rendering model with a compact representation combining a sparse 3D feature grid and 2D feature planes.
</p>
</td>
</tr>
<tr onmouseout="alignerf_stop()" onmouseover="alignerf_start()">
<td style="padding:20px;width:25%;vertical-align:middle">
<div class="one">
<div class="two" id='alignerf_image'>
<img src='img/alignerf_after.jpg' width="160"></div>
<img src='img/alignerf_before.jpg' width="160">
</div>
<script type="text/javascript">
function alignerf_start() {
document.getElementById('alignerf_image').style.opacity = "1";
}
function alignerf_stop() {
document.getElementById('alignerf_image').style.opacity = "0";
}
alignerf_stop()
</script>
</td>
<td style="padding:20px;width:75%;vertical-align:middle">
<a href="https://yifanjiang19.github.io/alignerf">
<papertitle>AligNeRF: High-Fidelity Neural Radiance Fields via Alignment-Aware Training
</papertitle>
</a>
<br>
<a href="https://yifanjiang.net/">Yifan Jiang</a>,
<a href="https://phogzone.com/">Peter Hedman</a>,
<strong>Ben Mildenhall</strong>,
<a href="https://ir1d.github.io/">Dejia Xu</a>,
<a href="https://jonbarron.info/">Jonathan T. Barron</a>,
<a href="https://spark.adobe.com/page/CAdrFMJ9QeI2y/">Zhangyang Wang</a>,
<a href="https://tianfan.info/">Tianfan Xue</a>
<br>
<em>CVPR</em>, 2023
<br>
<a href="https://yifanjiang19.github.io/alignerf">project page</a>
/
<a href="https://arxiv.org/abs/2211.09682">arXiv</a>
<p></p>
<p>
Accounting for misalignment due to scene motion or calibration errors improves NeRF reconstruction quality.
</p>
</td>
</tr>
<tr onmouseout="dreamfusion_stop()" onmouseover="dreamfusion_start()">
<td style="padding:20px;width:25%;vertical-align:middle">
<div class="one">
<div class="two" id='dreamfusion_image'><video width=100% height=100% muted autoplay loop>
<source src="img/dreamfusion.mp4" type="video/mp4">
Your browser does not support the video tag.
</video></div>
<img src='img/dreamfusion.jpg' width="160">
</div>
<script type="text/javascript">
function dreamfusion_start() {
document.getElementById('dreamfusion_image').style.opacity = "1";
}
function dreamfusion_stop() {
document.getElementById('dreamfusion_image').style.opacity = "0";
}
dreamfusion_stop()
</script>
</td>
<td style="padding:20px;width:75%;vertical-align:middle">
<a href="https://dreamfusion3d.github.io/">
<papertitle>DreamFusion: Text-to-3D using 2D Diffusion</papertitle>
</a>
<br>
<a href="https://cs.stanford.edu/~poole/">Ben Poole</a>,
<a href="https://www.ajayj.com/">Ajay Jain</a>,
<a href="https://jonbarron.info/">Jonathan T. Barron</a>,
<strong>Ben Mildenhall</strong>
<br>
<em>ICLR</em>, 2023 <font color="red"><strong>(Outstanding Paper Award)</strong></font>
<br>
<a href="https://dreamfusion3d.github.io/">project page</a>
/
<a href="https://arxiv.org/abs/2209.14988">arXiv</a>
/
<a href="https://dreamfusion3d.github.io/gallery.html">gallery</a>
<p></p>
<p>
We optimize a NeRF from scratch using a pretrained text-to-image diffusion model to do text-to-3D generative modeling.
</p>
</td>
</tr>
<tr onmouseout="malle_stop()" onmouseover="malle_start()">
<td style="padding:20px;width:25%;vertical-align:middle">
<div class="one">
<div class="two" id='malle_image'>
<img src='img/MalleConv_after.jpg' width="160"></div>
<img src='img/MalleConv_before.jpg' width="160">
</div>
<script type="text/javascript">
function malle_start() {
document.getElementById('malle_image').style.opacity = "1";
}
function malle_stop() {
document.getElementById('malle_image').style.opacity = "0";
}
malle_stop()
</script>
</td>
<td style="padding:20px;width:75%;vertical-align:middle">
<a href="https://yifanjiang.net/MalleConv.html">
<papertitle>Fast and High-quality Image Denoising via Malleable Convolutions</papertitle>
</a>
<br>
<a href="https://yifanjiang.net/">Yifan Jiang</a>,
<a href="https://bartwronski.com/">Bartlomiej Wronski</a>,
<strong>Ben Mildenhall</strong>,
<a href="https://jonbarron.info/">Jonathan T. Barron</a>,
<a href="https://spark.adobe.com/page/CAdrFMJ9QeI2y/">Zhangyang Wang</a>,
<a href="https://people.csail.mit.edu/tfxue/">Tianfan Xue</a>
<br>
<em>ECCV</em>, 2022
<br>
<a href="https://yifanjiang.net/MalleConv.html">project page</a>
/
<a href="https://arxiv.org/abs/2201.00392">arXiv</a>
<p></p>
<p>
We denoise images efficiently by predicting spatially-varying kernels at low resolution and using a fast fused op to jointly upsample and apply these kernels at full resolution.
</p>
</td>
</tr>
<tr onmouseout="rawnerf_stop()" onmouseover="rawnerf_start()">
<td style="padding:20px;width:25%;vertical-align:middle">
<div class="one">
<div class="two" id='rawnerf_image'><video width=100% height=100% muted autoplay loop>
<source src="img/candle_crop_vid_fasterpull_240.mp4" type="video/mp4">
Your browser does not support the video tag.
</video></div>
<img src='img/candle_image0_patch_darker.png' width="160">
</div>
<script type="text/javascript">
function rawnerf_start() {
document.getElementById('rawnerf_image').style.opacity = "1";
}
function rawnerf_stop() {
document.getElementById('rawnerf_image').style.opacity = "0";
}
rawnerf_stop()
</script>
</td>
<td style="padding:20px;width:75%;vertical-align:middle">
<a href="rawnerf/index.html">
<papertitle>NeRF in the Dark: High Dynamic Range View Synthesis from Noisy Raw Images</papertitle>
</a>
<br>
<strong>Ben Mildenhall</strong>,
<a href="https://phogzone.com/">Peter Hedman</a>,
<a href="http://www.ricardomartinbrualla.com/">Ricardo Martin-Brualla</a>,
<a href="https://pratulsrinivasan.github.io/">Pratul Srinivasan</a>,
<a href="https://jonbarron.info/">Jonathan Barron</a>
<br>
<em>CVPR</em>, 2022 <font color="red"><strong>(oral)</strong></font>
<br>
<a href="rawnerf/index.html">project page</a>
/
<a href="https://arxiv.org/abs/2111.13679">arXiv</a>
/
<a href="https://www.youtube.com/watch?v=JtBS4KBcKVc">video</a>
/
<a href="https://github.com/google-research/multinerf">code</a>
<p></p>
<p>We train RawNeRF directly on linear raw camera images, enabling new HDR view synthesis applications and greatly increasing robustness to camera noise.</p>
</td>
</tr>
<tr onmouseout="mip360_stop()" onmouseover="mip360_start()">
<td style="padding:20px;width:25%;vertical-align:middle">
<div class="one">
<div class="two" id='mip360_image'><video width=100% height=100% muted autoplay loop>
<source src="img/kitchenlego_square320_crf23.mp4" type="video/mp4">
Your browser does not support the video tag.
</video></div>
<img src='img/kitchenlego_square320.jpg' width="160">
</div>
<script type="text/javascript">
function mip360_start() {
document.getElementById('mip360_image').style.opacity = "1";
}
function mip360_stop() {
document.getElementById('mip360_image').style.opacity = "0";
}
mip360_stop()
</script>
</td>
<td style="padding:20px;width:75%;vertical-align:middle">
<a href="http://jonbarron.info/mipnerf360">
<papertitle>Mip-NeRF 360: Unbounded Anti-Aliased Neural Radiance Fields</papertitle>
</a>
<br>
<a href="https://jonbarron.info/">Jonathan T. Barron</a>,
<strong>Ben Mildenhall</strong>,
<a href="https://dorverbin.github.io/">Dor Verbin</a>,
<a href="https://pratulsrinivasan.github.io/">Pratul Srinivasan</a>,
<a href="https://phogzone.com/">Peter Hedman</a>
<br>
<em>CVPR</em>, 2022 <font color="red"><strong>(oral)</strong></font>
<br>
<a href="http://jonbarron.info/mipnerf360">project page</a>
/
<a href="https://arxiv.org/abs/2111.12077">arXiv</a>
/
<a href="https://youtu.be/YStDS2-Ln1s">video</a>
/
<a href="https://github.com/google-research/multinerf">code</a>
<p></p>
<p>We extend mip-NeRF to produce photorealistic results on unbounded scenes.</p>
</td>
</tr>
<tr onmouseout="refnerf_stop()" onmouseover="refnerf_start()">
<td style="padding:20px;width:25%;vertical-align:middle">
<div class="one">
<div class="two" id='refnerf_image'><video width=100% height=100% muted autoplay loop>
<source src="img/refnerf.mp4" type="video/mp4">
Your browser does not support the video tag.
</video></div>
<img src='img/refnerf.jpeg' width="160">
</div>
<script type="text/javascript">
function refnerf_start() {
document.getElementById('refnerf_image').style.opacity = "1";
}
function refnerf_stop() {
document.getElementById('refnerf_image').style.opacity = "0";
}
refnerf_stop()
</script>
</td>
<td style="padding:20px;width:75%;vertical-align:middle">
<a href="https://dorverbin.github.io/refnerf/index.html">
<papertitle>Ref-NeRF: Structured View-Dependent Appearance for Neural Radiance Fields</papertitle>
</a>
<br>
<a href="https://dorverbin.github.io/">Dor Verbin</a>,
<a href="https://phogzone.com/">Peter Hedman</a>,
<strong>Ben Mildenhall</strong>,
<a href="Todd Zickler">Todd Zickler</a>,
<a href="https://jonbarron.info/">Jonathan T. Barron</a>,
<a href="https://pratulsrinivasan.github.io/">Pratul Srinivasan</a>
<br>
<em>CVPR</em>, 2022 <font color="red"><strong>(Best Student Paper Honorable Mention)</strong></font>
<br>
<a href="https://dorverbin.github.io/refnerf/index.html">project page</a>
/
<a href="https://arxiv.org/abs/2112.03907">arXiv</a>
/
<a href="https://youtu.be/qrdRH9irAlk">video</a>
/
<a href="https://github.com/google-research/multinerf">code</a>
<p></p>
<p>Explicitly modeling reflections in NeRF produces realistic shiny surfaces and accurate surface normals, and lets you edit materials.</p>
</td>
</tr>
<tr onmouseout="blocknerf_stop()" onmouseover="blocknerf_start()">
<td style="padding:20px;width:25%;vertical-align:middle">
<div class="one">
<div class="two" id='blocknerf_image'><video width=100% height=100% muted autoplay loop>
<source src="img/grace_trim_square_320_crf25.mp4" type="video/mp4">
Your browser does not support the video tag.
</video></div>
<img src='img/grace_009.jpg' width="160">
</div>
<script type="text/javascript">
function blocknerf_start() {
document.getElementById('blocknerf_image').style.opacity = "1";
}
function blocknerf_stop() {
document.getElementById('blocknerf_image').style.opacity = "0";
}
blocknerf_stop()
</script>
</td>
<td style="padding:20px;width:75%;vertical-align:middle">
<a href="https://waymo.com/research/block-nerf/">
<papertitle>Block-NeRF: Scalable Large Scene Neural View Synthesis</papertitle>
</a>
<br>
<a href="http://matthewtancik.com/">Matthew Tancik</a>,
<a href="http://casser.io/">Vincent Casser</a>,