TasksSotADatasetsPapersMethodsSubmitAbout
Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable BenchmarksAll SotADatasetsPapersMethods

Community

Submit ResultsAbout

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

SotA/Methodology/16k/nuScenes

16k on nuScenes

Metric: mAOE (higher is better)

LeaderboardDataset
Loading chart...

Results

Submit a result
#Model↕mAOE▼AugmentationsPaperDate↕Code
1PointNet1.6No---
2SparsePoint1.58No---
3Capstone team1.55No---
4v-test1.53No---
5dang1.39No---
6IAIR-Pioneer1.29No---
7MinkPoint1.26No---
8mqdao1.22No---
9Team XD1.19No---
10Henry1.17No---
11JerryAI1.16No---
12TeamDark1.14No---
13InfoFocus1.13NoInfoFocus: 3D Object Detection for Autonomous Dr...2020-07-16-
14DLLA-search1.09No---
15qww1.06No---
16Only one1No---
17SECOND + PointPillars0.96No---
18Radar-PointGNN: Graph convolutions0.93No---
19LGDnumber10.9No---
20dawn0.9No---
21llstm0.87No---
22VIPL_ICT0.87No---
235530.84No---
24camera_car0.84No---
253D-GCK0.83No---
26YZ20190.79No---
27YZ_20190.78No---
28WhiteWolf0.78No---
29VBNET0.76No---
30PiCasso4D0.75No---
31atss3d0.72No---
32atss-3d0.72No---
33CenterPoint-VID0.68No---
34Daimler_RD_ASA-HD Frustum PointNet0.67No---
35HZ0.66No---
36Monodis reproduction with zip0.66No---
37CenterNet0.63No---
38yingfei0.61No---
39KPConvPillars0.61No---
40LRM00.6No---
41RCBEV0.59No---
42RCF3600.59No---
43Peixuan0.59No---
44RightOrange0.58No---
45mincheol moon0.58No---
46first0.57No---
47Freespace0.55No---
48MonoDIS0.55No---
49pointpainting0.54No---
50weareateam0.54No---
51L-G0.52No---
52CenterFusion0.52No---
53mmfusion0.51No---
54Wang Qitai0.51No---
55ImmortalTracker0.51No---
56M^2BEV, Camera0.51No---
57BirdNet+ (multisweep)0.51No---
58PointPainting0.5No---
59ada-mmfusion0.5No---
60SAIC ADC0.5No---
61RadarFusion0.5No---
62LRCF360-Single0.49No---
63obj_10.49No---
64Reconfig PP0.49No---
65Inspur-MASTER-3D0.49No---
66Inspur-MASTER-3D0.49No---
67DWS-pillar0.48No---
68xixi0.48No---
69FTM3D0.48No---
70PeaceLove0.48No---
71bevdepth0.47No---
72tsu-mdf0.47No---
73centerpoint_pillars_gcn0.46No---
74RC-BEVFusion0.46No---
75PETR_Radar_Fusion0.46No---
76PegasusAI-B0.46No---
77FCOS3D-DSG0.46No---
78QD-3DT0.46No---
79FCOS3D0.452NoFCOS3D: Fully Convolutional One-Stage Monocular ...2021-04-22Code
80obj_60.45No---
81obj_30.45No---
82lyra0.45No---
83Spirit of Optimus0.45No---
84gznyyb0.45No---
85BEV3D0.45No---
86PGD, Camera0.45No---
87MMDet3D, Camera0.45No---
88PolarStream-4-PCx10.44No---
89swin-b-nuimage-2key0.44No---
90CenterPoint_mmdet3D0.44No---
91Reconfig PP v30.44NoCylinder3D: An Effective 3D Framework for Drivin...2020-08-04Code
92PointPillars + DSA0.44No---
93ppyolo0.44No---
94joint0.44No---
95AD3D0.44No---
96wintercoconut0.44No---
97RepTrans0.44No---
98Vidar0.44No---
99Jck0.43No---
100FIFA3D0.43No---
101SSN0.43No--Code
102yangfan2930.43No---
103SSL_CP_Flow0.43No---
104Syn-Aug10.43No---
105HQUJIN0.43No---
106SSN-v10.43No--Code
107X3KD0.43No---
108Star-Optimus0.43No---
109HyDRa0.42NoUnleashing HyDRa: Hybrid Fusion, Depth Consisten...2024-03-12Code
110KPRDepth0.42No---
111AGO-Net0.42No---
112ASCNet-1-5s0.42No---
113BEV_align_fpn0.42No---
114DGroup0.42No---
115AutoD0.42No---
116DETNT0.42No---
117xin.lu.20.42No---
118xin.lu0.42No---
1197919145610.41No---
120RCM_Fusion0.41No---
121TJU-IMMLab_CC0.41No---
122Detr3d_RV0.41No---
123CascadeNet0.41No---
124TESTB3DTV0.41No---
125PolarDETR0.41No---
126cvprspa20.41No---
127JianhuiLiu0.4No---
128Sotirios0.4No---
129tarane0.4No---
130jinkkun0.4No---
131obj_50.4No---
132liyinhao12340.4No---
133DA-HydraFormer0.4No---
134RVFUSION0.4No---
135BEVFormer-pure0.4No---
136Detr4d0.4No---
137sina0.4No---
138BEVDet-Beta0.4No---
139SRCN3D0.4No---
140DHNet0.4No---
141epoch_40_s0.10.39No---
142Noah CV Lab & Octopus0.39No---
143CVCNet-Single0.39No---
144CVFNet0.39No---
145stool0.39No---
146DTIF0.39No---
147DAMEN0.39No---
148VisionGroup0.39No---
149BEVDet4D0.39No---
150CAM4D0.39No---
151PolarFormer-pure0.39No---
152auto5D0.39No---
153ZMfusion0.39No---
154convnext0.39No---
155BEVerse0.39No---
156CFT-BEV3D0.39No---
157FudanZVG-TPD-e0.39No---
158Graph-DETR3D0.39No---
159ORA3D0.39No---
160CFT-BEV3D0.39No---
161DETR3D0.39No---
162M^2BEV_Det&Seg0.39No---
163MAOLoss0.39No---
164Pinkie Pie0.39No---
165MG0.39No---
166BEVDet4D0.386NoBEVDet4D: Exploit Temporal Cues in Multi-camera ...2022-03-31Code
167DAA AVP0.38No---
168yangfan0.38No---
169DS VinFast0.38No---
170MoCa (MMDet3D)0.38No---
171wilfred zaha0.38No---
172SPV-SSD0.38No---
173TransFusion_fading_yqwang0.38No---
174Centerpoint+LiDAR-Mixup0.38No---
175epoch_39_s0.30.38No---
176BEVDet-dev2.00.38No---
177HotSpotNet-0.1m0.38No---
178CyliNet-RG single0.38No---
179VideoBEV-Base0.38No---
180CRIPAC0.38No---
181MTV0.38No---
182Sy0.38No---
183luuminhquan_openpcdet0.38No---
184DEPE0.38No---
185PiFeNet0.38No---
186bevdepth0.38No---
187obj_40.38No---
188BEVDistill0.38No---
189ayil1e0.38No---
190DC-Sym-Residual0.38No---
191det229470.38No---
192RadarFormer0.38No---
193Inspur-MASTER-v20.38No---
194OA-BEV0.38No---
195Yinhaoli0.38No---
196VisionDP0.38No---
197BEVFormer0.38NoBEVFormer: Learning Bird's-Eye-View Representati...2022-03-31Code
198BEVFormer0.38NoBEVFormer: Learning Bird's-Eye-View Representati...2022-03-31Code
199wangzehao0.38No---
200boring_test_90.38No---
201puppyboy0.38No---
202zongmu-CV0.38No---
203TransCAR0.38No---
204yunzhu0.38No---
205PETR-e0.38No---
206M^2BEV_Det0.38No---
207test3330.37No---
208yuhahad0.37No---
209SJTU20.37No---
210BEVFusion0.37No---
211VirConv0.37No---
212Chaokang_Jiang0.37No---
213picolo0.37No---
214Center+R-CNN0.37No---
215RAANet0.37No---
2163D-CVF_v20.37No---
217epoch_40_s0.40.37No---
218qichuangeng0.37No---
219PE-RVCN0.37No---
220HEU0.37No---
221Brave0.37No---
222Focal-PETRv2e0.37No---
223Sparse4d_vovnet990.37No---
224Real4d0.37No---
225Rover0.37No---
226MV-BEVT0.37No---
227VoxelFormer0.37No---
228DD3D0.37No---
229yy0.37No---
230ADLab-BEVFusion-pure0.36No---
231PCIE0.36No---
232GTFS0.36No---
233TransFusion0.36No---
234Leapmotor_huhaotian0.36No---
2353D Dual-Fusion0.36No---
236spacvpr10.36No---
237SJTU_VVISION0.36No---
238test44440.36No---
23995410.36No---
240Noah CV Lab & Octopus 20.36No---
241PVC_ensemble0.36No---
242CenterPoint + CBMOT0.36No---
243AOP-Net0.36No---
244Revise_CenterPoint0.36No---
245CenterPoint-Single0.36No---
246centerpoints0.36No---
247PatternFormer0.36No---
248Team_Simon0.36No---
2494DMVT-RCNN0.36No---
250PETRv2-pure0.36No---
251ghkbkhjbjn0.36No---
252PETR v20.36No---
253ZongMu-CV0.36No---
254PolarFormer0.36No---
255EPro-PnP-Det v10.359NoEPro-PnP: Generalized End-to-End Probabilistic P...2022-03-24Code
256Utrans-Fusion0.35No---
257SemanticBEVFusion0.35No---
258SphereFormer0.35No---
259MixFusion0.35No---
260FusionPainting0.35No---
261Convoy0.35No---
262UVTR-Multimodality0.35No---
263SJTU AI Institute and Noah CV Lab0.35No---
264CenterPoint0.35NoCenter-based 3D Object Detection and Tracking2020-06-19Code
265TransFusion-L0.35No---
266subProcess0.35No---
267FMF-VoxelNet0.35No---
268CenterPP-Large0.35No---
269rewq0.35No---
270BEVDepth-pure0.35No---
2714DMVT-BEV0.35No---
272zhanghdgeh0.35No---
273ECARX_BEVNet0.35No---
274Camera0.35No---
275YZLFusion0.34No---
276ChangYuan0.34No---
277Deeplearner0.34No---
278FocalFormer3D-L0.34NoFocalFormer3D : Focusing on Hard Instance for 3D...2023-08-08Code
279bevfusion-re0.34No---
280asdasdzz0.34No---
281SJTU-VISION0.34No---
282Damo0.34No---
283HanyangSpa0.34No---
284pcd_lidar_990.34No---
285D-Align_CP0.34No---
286Fast-CLOCs0.34No---
287AFDetV20.34No---
288DWS-medium0.34No---
289BEVDepthFormer0.34No---
290BEVFormer v2 Opt0.34No---
291StreamPETR-Base0.34No---
292BevDepth++0.34No---
293TiG-BEV0.34No---
294BEVDepth-AeDet0.34No---
295lgdnumber20.34No---
296ufchaq729380.34No---
297IPD3D0.34No---
298CLIP-BEVFormer0.331No---
299DeepInteraction-e0.33No---
300FocalFormer3D-F0.33NoFocalFormer3D : Focusing on Hard Instance for 3D...2023-08-08Code
301xpnet0.33No---
3023D Dual-Fusion_T0.33No3D Dual-Fusion: Dual-Domain Dual-Query Camera-Li...2022-11-24Code
3033D Dual-Fusion_T0.33No3D Dual-Fusion: Dual-Domain Dual-Query Camera-Li...2022-11-24Code
304DeepInteraction-base0.33No---
305MSMDFusion0.33No---
306smallrot_noflip0.33No---
307MTA-Net0.33No---
308JasonChen0.33No---
309ground-ctpt0.33No---
310s22kdist210.33No---
311ATME0.33No---
312Radiant0.33No---
313BEVFusion-e0.32NoBEVFusion: Multi-Task Multi-Sensor Fusion with U...2022-05-26Code
314DeepInteraction-large0.32No---
315MSMDFusion-TTA0.32No---
316CenterPoint-Fusion0.32No---
317SparseFusion0.32No---
318BEVFusion-base0.32No---
319FocalFormer3D-TTA0.32NoFocalFormer3D : Focusing on Hard Instance for 3D...2023-08-08Code
320VXTR-tta0.32No---
321RLVNet0.32No---
322MDRNet-L0.32No---
323VFF0.32No---
324LidarMultiNet0.32No---
325MVP0.32NoMultimodal Virtual Point 3D Detection2021-11-12Code
326AutoAlign0.32No---
327HongdaChang0.32No---
328DWS-large0.32No---
329VISTA0.32No---
330test_11110.32No---
331Centerpoint+SA-FPN0.32No---
332S2M2-SSD0.32No---
333VideoBEV0.32No---
334Don-60.32No---
335demar-ctpt-200.32No---
336Baidu_vis_3d0.32No---
337Inspur_DABNet4D-pure0.32No---
338PAI3D0.31No---
339FocalSparseCNN0.31No---
340LinK0.31No---
341ADS-FUSION0.31No---
342VPFusion0.31No---
343MGTANet0.31NoMGTANet: Encoding Sequential LiDAR Points Using ...2022-12-01Code
344q2rdasdsad10.31No---
345DCAN0.31No---
346PillarNet-340.31No---
347fliptta-demo0.31No---
348EPro-PnP-Det v20.302NoEPro-PnP: Generalized End-to-End Probabilistic P...2023-03-22Code
349MEFormer0.3NoRobust Multimodal 3D Object Detection via Modali...2024-07-27Code
350LargeKernel-F0.3No---
351DSVT0.3NoDSVT: Dynamic Sparse Voxel Transformer with Rota...2023-01-15Code
352ARNet0.3No---
353EPro-PnP-Det v20.3No---
354RacoonPower0.29No---
355EA-LSS0.28NoEA-LSS: Edge-aware Lift-splat-shot Framework for...2023-03-31Code
356MMFusion-e0.28No---
357FusionVPE0.28No---
358DAA0.28No---
359ADS-TEAM0.28No---
360MegFusion0.27No---
361UniTR0.26NoUniTR: A Unified and Efficient Multi-Modal Trans...2023-08-15Code