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SotA/Computer Vision/3D Object Detection/nuScenes

3D Object Detection on nuScenes

Metric: mAP (higher is better)

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#Model↕mAP▼Extra DataPaperDate↕Code
1LabelDistill45.1NoLabelDistill: Label-guided Cross-modal Knowledge...2024-07-14Code
2EA-LSS0.77NoEA-LSS: Edge-aware Lift-splat-shot Framework for...2023-03-31Code
3DeepInteraction-e0.76No---
4MegFusion0.75No---
5MMFusion-e0.75No---
6BEVFusion-e0.75NoBEVFusion: Multi-Task Multi-Sensor Fusion with U...2022-05-26Code
7DeepInteraction-large0.74No---
8RacoonPower0.74No---
9MSMDFusion-TTA0.73No---
10FusionVPE0.73No---
11DAA0.73No---
12FocalFormer3D-F0.72NoFocalFormer3D : Focusing on Hard Instance for 3D...2023-08-08Code
13CenterPoint-Fusion0.72No---
14MEFormer0.72NoRobust Multimodal 3D Object Detection via Modali...2024-07-27Code
15SparseFusion0.72No---
16Utrans-Fusion0.72No---
17YZLFusion0.72No---
18ChangYuan0.72No---
19BEVFusion-base0.72No---
20UniTR0.71NoUniTR: A Unified and Efficient Multi-Modal Trans...2023-08-15Code
21ADS-TEAM0.71No---
22FocalFormer3D-TTA0.71NoFocalFormer3D : Focusing on Hard Instance for 3D...2023-08-08Code
23PAI3D0.71No---
24LargeKernel-F0.71No---
25VXTR-tta0.71No---
26test3330.71No---
27SemanticBEVFusion0.71No---
28xpnet0.71No---
293D Dual-Fusion_T0.71No3D Dual-Fusion: Dual-Domain Dual-Query Camera-Li...2022-11-24Code
303D Dual-Fusion_T0.71No3D Dual-Fusion: Dual-Domain Dual-Query Camera-Li...2022-11-24Code
31DeepInteraction-base0.71No---
32yuhahad0.71No---
33ADLab-BEVFusion-pure0.71No---
34Deeplearner0.71No---
35MSMDFusion0.71No---
36FocalSparseCNN0.7No---
37SJTU20.7No---
38PCIE0.7No---
39DAA AVP0.7No---
40LinK0.7No---
41bevfusion-re0.7No---
42GTFS0.7No---
43FocalFormer3D-L0.69NoFocalFormer3D : Focusing on Hard Instance for 3D...2023-08-08Code
44RLVNet0.69No---
45ADS-FUSION0.69No---
46SphereFormer0.69No---
47BEVFusion0.69No---
48TransFusion0.69No---
49Leapmotor_huhaotian0.69No---
50MixFusion0.69No---
51asdasdzz0.69No---
52smallrot_noflip0.69No---
53VirConv0.69No---
54yangfan0.69No---
55DS VinFast0.69No---
56FBMNet (Ours)0.689NoMulti-Modal 3D Object Detection by Box Matching2023-05-12Code
57MDRNet-L0.68No---
58VPFusion0.68No---
59FusionPainting0.68No---
60SJTU-VISION0.68No---
61q2rdasdsad10.68No---
62VFF0.68No---
633D Dual-Fusion0.68No---
64spacvpr10.68No---
65Chaokang_Jiang0.68No---
66Convoy0.68No---
67MGTANet0.67NoMGTANet: Encoding Sequential LiDAR Points Using ...2022-12-01Code
68DCAN0.67No---
69LidarMultiNet0.67No---
70UVTR-Multimodality0.67No---
71MoCa (MMDet3D)0.67No---
72wilfred zaha0.67No---
73picolo0.67No---
74SJTU_VVISION0.67No---
75test44440.67No---
7695410.67No---
77SJTU AI Institute and Noah CV Lab0.67No---
78CenterPoint0.67NoCenter-based 3D Object Detection and Tracking2020-06-19Code
79Damo0.66No---
80MVP0.66NoMultimodal Virtual Point 3D Detection2021-11-12Code
81MTA-Net0.66No---
82PillarNet-340.66No---
83AutoAlign0.66No---
84TransFusion-L0.66No---
85HanyangSpa0.66No---
86HongdaChang0.65No---
87ARNet0.65No---
88SPV-SSD0.65No---
89Noah CV Lab & Octopus 20.65No---
90epoch_40_s0.10.65No---
91TransFusion_fading_yqwang0.65No---
92PVC_ensemble0.65No---
93SpaRC0.646NoSpaRC: Sparse Radar-Camera Fusion for 3D Object ...2024-11-29-
94pcd_lidar_990.64No---
95D-Align_CP0.64No---
96DWS-large0.64No---
97VISTA0.64No---
98test_11110.64No---
99Centerpoint+SA-FPN0.64No---
100Noah CV Lab & Octopus0.64No---
101Center+R-CNN0.64No---
102Fast-CLOCs0.63No---
103S2M2-SSD0.63No---
104CenterPoint + CBMOT0.63No---
105JasonChen0.63No---
106RAANet0.62No---
107AFDetV20.62No---
108Jck0.62No---
109ATME0.62No---
110lgdnumber20.62No---
111Radiant0.62No---
112AOP-Net0.61No---
113Centerpoint+LiDAR-Mixup0.61No---
114BEVDepthFormer0.61No---
115Sotirios0.61No---
116tarane0.61No---
117DWS-medium0.6No---
118Revise_CenterPoint0.6No---
119CenterPoint-Single0.6No---
120epoch_39_s0.30.6No---
121centerpoints0.6No---
122LRCF360-Single0.6No---
123VideoBEV0.59No---
124JianhuiLiu0.59No---
125BEVDet-dev2.00.59No---
126HotSpotNet-0.1m0.59No---
127qichuangeng0.59No---
128Don-60.58No---
129demar-ctpt-200.58No---
130fliptta-demo0.58No---
131ground-ctpt0.58No---
132subProcess0.58No---
1333D-CVF_v20.58No---
134FMF-VoxelNet0.58No---
135CyliNet-RG single0.58No---
136CenterPP-Large0.58No---
137BEVFormer v2 Opt0.58No---
138FIFA3D0.58No---
139CRN0.575NoCRN: Camera Radar Net for Accurate, Robust, Effi...2023-04-03Code
140epoch_40_s0.40.57No---
141rewq0.57No---
142HyDRa0.57NoUnleashing HyDRa: Hybrid Fusion, Depth Consisten...2024-03-12Code
143DWS-pillar0.57No---
144v-test0.57No---
145PatternFormer0.56No---
146CVCNet-Single0.55No---
147Baidu_vis_3d0.55No---
148StreamPETR-Base0.55No---
149VideoBEV-Base0.55No---
150BevDepth++0.55No---
151CVFNet0.55No---
152DEPE0.55No---
153stool0.54No---
154DTIF0.54No---
155centerpoint_pillars_gcn0.54No---
156X-Ray CenterPoint-Voxel0.54No--Code
157PolarStream-4-PCx10.54No---
158yangfan2930.54No---
159pointpainting0.54No---
160CRIPAC0.53No---
161MTV0.53No---
162TiG-BEV0.53No---
163BEVDepth-AeDet0.53No---
164Inspur_DABNet4D-pure0.53No---
1654DMVT-BEV0.53No---
166obj_60.53No---
167swin-b-nuimage-2key0.53No---
168MEGVII0.528NoClass-balanced Grouping and Sampling for Point C...2019-08-26Code
1697919145610.52No---
170BEVDepth-pure0.52No---
171s22kdist210.52No---
172obj_50.52No---
173KPRDepth0.52No---
174Brave0.52No---
175SSN0.51No--Code
176Sy0.51No---
177luuminhquan_openpcdet0.51No---
178PE-RVCN0.51No---
179jinkkun0.51No---
180SSL_CP_Flow0.51No---
1814DMVT-RCNN0.51No---
182Focal-PETRv2e0.51No---
183PETRv2-pure0.51No---
184Sparse4d_vovnet990.51No---
185obj_40.51No---
186obj_30.51No---
187Team_Simon0.5No---
188HEU0.5No---
189liyinhao12340.5No---
190bevdepth0.5No---
191CenterPoint_mmdet3D0.5No---
192ghkbkhjbjn0.5No---
193zhanghdgeh0.5No---
194BEVDistill0.5No---
195ayil1e0.5No---
196DC-Sym-Residual0.5No---
197bevdepth0.5No---
198dang0.5No---
199Reconfig PP v30.49NoCylinder3D: An Effective 3D Framework for Drivin...2020-08-04Code
200Real4d0.49No---
201PETR v20.49No---
202det229470.49No---
203OA-BEV0.49No---
204PolarFormer0.49No---
205VoxelFormer0.49No---
206RCM_Fusion0.49No---
207Yinhaoli0.49No---
208SparsePoint0.49No---
209PiFeNet0.48No---
210ECARX_BEVNet0.48No---
211ZongMu-CV0.48No---
212Rover0.48No---
213RadarFormer0.48No---
214MV-BEVT0.48No---
215DA-HydraFormer0.48No---
216lyra0.48No---
217VisionDP0.48No---
218BEVFormer0.48NoBEVFormer: Learning Bird's-Eye-View Representati...2022-03-31Code
219BEVFormer0.48NoBEVFormer: Learning Bird's-Eye-View Representati...2022-03-31Code
220VisionGroup0.48No---
221RC-BEVFusion0.48No---
222llstm0.48No---
223PointPillars + DSA0.47No---
224Inspur-MASTER-v20.47No---
225boring_test_90.47No---
226obj_10.47No---
227CLIP-BEVFormer0.467No---
228AGO-Net0.46No---
229DAMEN0.46No---
230PointPainting0.46No---
231wangzehao0.46No---
232SSN-v10.46No--Code
233TJU-IMMLab_CC0.46No---
234ppyolo0.46No---
235BEV_align_fpn0.46No---
236CAM4D0.46No---
237PolarFormer-pure0.46No---
238auto5D0.46No---
239BEVDet4D0.451NoBEVDet4D: Exploit Temporal Cues in Multi-camera ...2022-03-31Code
240Syn-Aug10.45No---
241HQUJIN0.45No---
242BEVDet4D0.45No---
243ASCNet-1-5s0.45No---
244DGroup0.45No---
245ZMfusion0.45No---
246AutoD0.45No---
247Detr4d0.45No---
248puppyboy0.45No---
249CenterPoint-VID0.45No---
250zongmu-CV0.45No---
251yunzhu0.45No---
252RVFUSION0.44No---
253X3KD0.44No---
254BEVFormer-pure0.44No---
255convnext0.44No---
256Detr3d_RV0.44No---
257PETR-e0.44No---
258FudanZVG-TPD-e0.44No---
259Wang Qitai0.44No---
260ImmortalTracker0.44No---
261DETNT0.43No---
262xin.lu.20.43No---
263AD3D0.43No---
264CascadeNet0.43No---
265TESTB3DTV0.43No---
266Graph-DETR3D0.43No---
267PolarDETR0.43No---
268M^2BEV_Det&Seg0.43No---
269M^2BEV_Det0.43No---
270wintercoconut0.43No---
271EPro-PnP-Det v20.423NoEPro-PnP: Generalized End-to-End Probabilistic P...2023-03-22Code
272Star-Optimus0.42No---
273joint0.42No---
274TransCAR0.42No---
275RightOrange0.42No---
276CFT-BEV3D0.42No---
277ORA3D0.42No---
278EPro-PnP-Det v20.42No---
279DD3D0.42No---
280BEVDet-Beta0.42No---
281BEV3D0.42No---
282PETR_Radar_Fusion0.42No---
283sina0.41No---
284gznyyb0.41No---
285CFT-BEV3D0.41No---
286RCBEV0.41No---
287DETR3D0.41No---
288yy0.41No---
289PegasusAI-B0.41No---
290FTM3D0.41No---
291ufchaq729380.4No---
292xin.lu0.4No---
293SRCN3D0.4No---
294BEVerse0.39No---
295Spirit of Optimus0.39No---
296MAOLoss0.39No---
297Pinkie Pie0.39No---
298MG0.39No---
299PGD, Camera0.39No---
300IPD3D0.39No---
301PGD0.39NoProbabilistic and Geometric Depth: Detecting Obj...2021-07-29Code
302M^2BEV, Camera0.39No---
303InfoFocus0.39NoInfoFocus: 3D Object Detection for Autonomous Dr...2020-07-16-
304BirdNet+ (multisweep)0.39No---
305Inspur-MASTER-3D0.38No---
306Inspur-MASTER-3D0.38No---
307ada-mmfusion0.38No---
308RepTrans0.38No---
309Vidar0.38No---
310FCOS3D-DSG0.38No---
311Henry0.38No---
312EPro-PnP-Det v10.373NoEPro-PnP: Generalized End-to-End Probabilistic P...2022-03-24Code
313mmfusion0.37No---
314PiCasso4D0.37No---
315Daimler_RD_ASA-HD Frustum PointNet0.37No---
316tsu-mdf0.37No---
317RCF3600.36No---
318DHNet0.36No---
319MMDet3D, Camera0.36No---
320PeaceLove0.36No---
321FCOS3D0.358NoFCOS3D: Fully Convolutional One-Stage Monocular ...2021-04-22Code
322L-G0.35No---
323Freespace0.35No---
324RadarFusion0.35No---
325xixi0.34No---
326CenterNet0.34No---
327Reconfig PP0.33No---
328CenterFusion0.33No---
329Camera0.33No---
330CenterFusion0.326NoCenterFusion: Center-based Radar and Camera Fusi...2020-11-10Code
331VBNET0.32No---
332mincheol moon0.31No---
333SAIC ADC0.31No---
334Capstone team0.3No---
335MonoDIS0.3No---
336weareateam0.3No---
337first0.3No---
338yingfei0.3No---
339VIPL_ICT0.3No---
340HZ0.3No---
341LRM00.29No---
342atss3d0.28No---
343atss-3d0.28No---
344camera_car0.28No---
345QD-3DT0.27No---
3465530.27No---
347cvprspa20.21No---
348Peixuan0.21No---
349PointNet0.11No---
350Monodis reproduction with zip0.1No---
351DLLA-search0.09No---
352SECOND + PointPillars0.09No---
353LGDnumber10.09No---
354MinkPoint0.08No---
355IAIR-Pioneer0.06No---
356KPConvPillars0.05No---
357YZ_20190.05No---
358WhiteWolf0.05No---
359JerryAI0.05No---
360TeamDark0.05No---
361Team XD0.05No---
362dawn0.04No---
363mqdao0.03No---
3643D-GCK0.02No---
365YZ20190.01No---
366Radar-PointGNN: Graph convolutions0.01No---
367qww0No---
368Only one0No---