Generalizing Monocular 3D Object Detection | Paper Citation Record

Observation 0023e98d-1609-48cb-ae04-3331bcf748d1 · outbound

This paper cites http://www.cvlibs.net/datasets/kitti/eval_object.php? obj_benchmark=3d.

Generalizing Monocular 3D Object Detection http://www.cvlibs.net/datasets/kitti/eval_object.php? obj_benchmark=3d

Reference 1

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Observation 4da58671-c078-4769-958e-981511608947 · outbound

This paper cites Augmentedrealitymeetscomputervision: Efficientdatagenerationforurbandrivingscenes.

Generalizing Monocular 3D Object Detection Augmentedrealitymeetscomputervision: Efficientdatagenerationforurbandrivingscenes

Reference 2

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Observation 92d957ec-6aac-4912-b885-ba4b87f27b68 · outbound

This paper cites Learningdetectionwithdiverseproposals.

Generalizing Monocular 3D Object Detection Learningdetectionwithdiverseproposals

Reference 3

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Observation 17093077-e287-4242-b0b0-ebbe2b100c9f · outbound

This paper cites VD3D: Taming Large Video Diffusion Transformers for 3D Camera Control.

Generalizing Monocular 3D Object Detection VD3D: Taming Large Video Diffusion Transformers for 3D Camera Control

Reference 4

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Observation b20655a9-4c02-4e4f-92ba-e6c1c0bb34de · outbound

This paper cites MonoFENet: Monocular3D object detection with feature enhancement networks.IEEE Transactions on Image Processing, 2019.

Generalizing Monocular 3D Object Detection MonoFENet: Monocular3D object detection with feature enhancement networks.IEEE Transactions on Image Processing, 2019

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Observation b55ff6da-8ed7-49f9-a09b-93f3e6f5d02c · outbound

This paper cites SemanticKITTI: A dataset for semantic scene understanding of LiDAR sequences.

Generalizing Monocular 3D Object Detection SemanticKITTI: A dataset for semantic scene understanding of LiDAR sequences

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Observation 83110045-b69c-46c2-ba2d-22cac73271f0 · outbound

This paper cites Monocular differentiable rendering for self-supervised3D object detection.

Generalizing Monocular 3D Object Detection Monocular differentiable rendering for self-supervised3D object detection

Reference 7

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Observation 31306a7c-5d34-4dbe-9ddc-1477a5ac95fa · outbound

This paper cites Learning with differentiable perturbed optimizers.

Generalizing Monocular 3D Object Detection Learning with differentiable perturbed optimizers

Reference 8

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Observation 8f1f1a19-fabf-461a-9210-20cc77093e85 · outbound

This paper cites An inequality for Mill’s ratio.The Annals of Mathematical Statistics,.

Generalizing Monocular 3D Object Detection An inequality for Mill’s ratio.The Annals of Mathematical Statistics,

Reference 9

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Observation 6646b1e8-2efc-4f9c-be78-858a19a71b72 · outbound

This paper cites Fast differentiable sorting and ranking.

Generalizing Monocular 3D Object Detection Fast differentiable sorting and ranking

Reference 10

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Observation fd094294-ce06-4b7a-847b-5639a252f8d1 · outbound

This paper cites YOLOv4: Optimal Speed and Accuracy of Object Detection.

Generalizing Monocular 3D Object Detection YOLOv4: Optimal Speed and Accuracy of Object Detection

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Observation 66fdfb8a-ba95-4b05-84ba-b95ce6a24b38 · outbound

This paper cites Soft-NMS–improving object detection with one line of code.

Generalizing Monocular 3D Object Detection Soft-NMS–improving object detection with one line of code

Reference 12

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Observation d73c2ef1-ca77-4f23-a943-4fc2c1fd627c · outbound

This paper cites Soft-NMSimplementa- tion.

Generalizing Monocular 3D Object Detection Soft-NMSimplementa- tion

Reference 13

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Observation 104d9128-7471-4b6a-9820-4164f1329948 · outbound

This paper cites Omni3D: A large benchmark and model for3D object detection in the wild.

Generalizing Monocular 3D Object Detection Omni3D: A large benchmark and model for3D object detection in the wild

Reference 14

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Observation 9a6a7c09-bb65-40a8-b3e7-4b23fa402dc0 · outbound

This paper cites M3D-RPN: Monocular3D region proposal network for object detection.

Generalizing Monocular 3D Object Detection M3D-RPN: Monocular3D region proposal network for object detection

Reference 15

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Observation f042fba5-5961-4fbc-a876-7b04aa952fd0 · outbound

This paper cites Pedestriandetectionwithautoregressivenetworkphases.

Generalizing Monocular 3D Object Detection Pedestriandetectionwithautoregressivenetworkphases

Reference 16

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Observation 6f9967a6-9200-41ae-a200-b673ade73999 · outbound

This paper cites Kinematic3D object detectioninmonocularvideo.

Generalizing Monocular 3D Object Detection Kinematic3D object detectioninmonocularvideo

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Observation 6b4185e8-60d2-4838-a823-162752425d05 · outbound

This paper cites Illuminating pedestrians via simultaneous detection & segmentation.

Generalizing Monocular 3D Object Detection Illuminating pedestrians via simultaneous detection & segmentation

Reference 18

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Observation 66377f09-439c-4887-ac13-4f5d3e9a192e · outbound

This paper cites Convolution from first principles.

Generalizing Monocular 3D Object Detection Convolution from first principles

Reference 19

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Observation 90f18c77-8708-4f9e-aab2-2f33362eb4d9 · outbound

This paper cites Geometric Deep Learning: Grids, Groups, Graphs, Geodesics, and Gauges.

Generalizing Monocular 3D Object Detection Geometric Deep Learning: Grids, Groups, Graphs, Geodesics, and Gauges

Reference 20

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Observation 40816baf-05b6-40ce-8329-027e231a12c8 · outbound

This paper cites The non-existence of general-case view-invariants.

Generalizing Monocular 3D Object Detection The non-existence of general-case view-invariants

Reference 21

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Observation 9ca668fc-ea6b-47ad-83b0-f571309969cb · outbound

This paper cites nuScenes: A multimodal dataset for autonomous driving.

Generalizing Monocular 3D Object Detection nuScenes: A multimodal dataset for autonomous driving

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Observation a0298d51-b210-4b0e-be63-c6b556f14fe9 · outbound

This paper cites 2 die when tesla crashes into parked tractor-trailer in florida.

Generalizing Monocular 3D Object Detection 2 die when tesla crashes into parked tractor-trailer in florida

Reference 23

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Observation 4d3ded41-75c3-4105-bc12-ce7343c7fb99 · outbound

This paper cites End-to-endobjectdetectionwithtransformers.

Generalizing Monocular 3D Object Detection End-to-endobjectdetectionwithtransformers

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Observation 24254ba2-ff0a-4b7a-b2bc-15113f52781e · outbound

This paper cites Deep MANTA: A coarse-to-fine many-task network for joint2D and 3D vehi- cle analysis from monocular image.

Generalizing Monocular 3D Object Detection Deep MANTA: A coarse-to-fine many-task network for joint2D and 3D vehi- cle analysis from monocular image

Reference 25

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Observation 591364f5-f662-4b19-95de-9e5c98fd15ac · outbound

This paper cites Unified domain generalization and adaptation for multi-view3D 81 object detection.

Generalizing Monocular 3D Object Detection Unified domain generalization and adaptation for multi-view3D 81 object detection

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Observation e7f2cbe4-2f46-41cb-9aa8-4191900911c6 · outbound

This paper cites CMDA: Cross-modal and domain adversarial adaptation for LiDAR-based3D object detection.

Generalizing Monocular 3D Object Detection CMDA: Cross-modal and domain adversarial adaptation for LiDAR-based3D object detection

Reference 27

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Observation 6f805356-5393-4cf4-8874-50868897851d · outbound

This paper cites RecurrentBEV: A long-term temporal fusion framework for multi-view3D detection.

Generalizing Monocular 3D Object Detection RecurrentBEV: A long-term temporal fusion framework for multi-view3D detection

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Observation 7e45ce87-f8d8-4a60-95b1-42656a52a39b · outbound

This paper cites Viewpoint equivariance for multi-view3D object detection.

Generalizing Monocular 3D Object Detection Viewpoint equivariance for multi-view3D object detection

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Observation ebacaf2b-39af-4a16-97b8-eccb0342324f · outbound

This paper cites AP-Lossforaccurate one-stage object detection.TPAMI, 2020.

Generalizing Monocular 3D Object Detection AP-Lossforaccurate one-stage object detection.TPAMI, 2020

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Observation ceecd3d2-2f44-4ab7-b32c-40e1169fdcda · outbound

This paper cites Monocular 3D object detection for autonomous driving.

Generalizing Monocular 3D Object Detection Monocular 3D object detection for autonomous driving

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Observation 5a1debf9-9565-4a16-8e87-914354d80801 · outbound

This paper cites InNeurIPS,.

Generalizing Monocular 3D Object Detection InNeurIPS,

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Observation 35cda1f6-6894-4a83-b98b-147012b83f43 · outbound

This paper cites Multi-view3D object detection network for autonomous driving.

Generalizing Monocular 3D Object Detection Multi-view3D object detection network for autonomous driving

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Observation 719a152c-0ef6-4ceb-ade2-4fddb9a3c509 · outbound

This paper cites DSGN: Deep stereo geometry network for 3D object detection.

Generalizing Monocular 3D Object Detection DSGN: Deep stereo geometry network for 3D object detection

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Observation 5b73a95a-3aa2-4a3c-a109-1a5a9933e2ee · outbound

This paper cites MonoPair: Monocular 3D object detection using pairwise spatial relationships.

Generalizing Monocular 3D Object Detection MonoPair: Monocular 3D object detection using pairwise spatial relationships

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Observation d32066cb-daa6-419f-8340-a6fd9ce1053b · outbound

This paper cites Learning high-resolution vector representation from multi-camera images for 3D object detection.

Generalizing Monocular 3D Object Detection Learning high-resolution vector representation from multi-camera images for 3D object detection

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Observation c7f2229b-1ca5-45f4-8828-bbf71c7e51b7 · outbound

This paper cites NEAT: Neural attention fields for end-to-end autonomous driving.

Generalizing Monocular 3D Object Detection NEAT: Neural attention fields for end-to-end autonomous driving

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Observation da2d4bc6-99ac-415d-9262-c369947f3d80 · outbound

This paper cites Depth-discriminativemetriclearningfor monocular 3D object detection.

Generalizing Monocular 3D Object Detection Depth-discriminativemetriclearningfor monocular 3D object detection

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Observation 641ee501-239c-4df1-833b-34a4da035a75 · outbound

This paper cites MonoDistill: Learningspatialfeaturesformonocular 3Dobjectdetection.

Generalizing Monocular 3D Object Detection MonoDistill: Learningspatialfeaturesformonocular 3Dobjectdetection

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Observation 3086c173-60c1-46c4-a144-bdee9429abff · outbound

This paper cites OA-DET3D: Embedding Object Awareness as a General Plug-in for Multi-Camera 3D Object Detection.

Generalizing Monocular 3D Object Detection OA-DET3D: Embedding Object Awareness as a General Plug-in for Multi-Camera 3D Object Detection

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Observation a8d043f0-eeef-434f-b6c5-0bd2368a3061 · outbound

This paper cites Spherical CNNs.

Generalizing Monocular 3D Object Detection Spherical CNNs

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Observation 3fc2cd06-ebb5-426c-9a8e-40992c99a0fe · outbound

This paper cites Learning the irreducible representations of commutative lie groups.

Generalizing Monocular 3D Object Detection Learning the irreducible representations of commutative lie groups

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Observation 905cd0fb-8cb5-4e46-b35d-80da319aed61 · outbound

This paper cites Group equivariant convolutional networks.

Generalizing Monocular 3D Object Detection Group equivariant convolutional networks

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Observation 372ea970-0a5c-4d9d-ae12-fffd4f9ab963 · outbound

This paper cites MMDetection3D: OpenMMLab next-generation platform forgeneral 3Dobjectdetection.

Generalizing Monocular 3D Object Detection MMDetection3D: OpenMMLab next-generation platform forgeneral 3Dobjectdetection

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Observation 97879b9e-ed55-4fb9-ba55-b767c193b876 · outbound

This paper cites Multi-Task Learning with Deep Neural Networks: A Survey.

Generalizing Monocular 3D Object Detection Multi-Task Learning with Deep Neural Networks: A Survey

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Observation 9b21043b-3e36-41d0-ad9e-53ac20e8c579 · outbound

This paper cites Differentiableranksandsortingusing optimal transport.

Generalizing Monocular 3D Object Detection Differentiableranksandsortingusing optimal transport

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Observation ff5dc338-7427-4509-8ed8-4799e3ffa1bb · outbound

This paper cites Histograms of oriented gradients for human detection.

Generalizing Monocular 3D Object Detection Histograms of oriented gradients for human detection

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Observation 7f81a7af-f81a-47b5-aa24-afcdf5c832b9 · outbound

This paper cites ImageNet: A large-scale hierarchical image database.

Generalizing Monocular 3D Object Detection ImageNet: A large-scale hierarchical image database

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Observation 0cf2d74f-4810-4382-a924-a3e49e4dab54 · outbound

This paper cites Discriminative models for multi- class object layout.ĲCV, 2011.

Generalizing Monocular 3D Object Detection Discriminative models for multi- class object layout.ĲCV, 2011

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Observation 69057f43-8f57-4351-955e-ce0dbc0ac48d · outbound

This paper cites Exploiting cyclic symmetry in convolutional neural networks.

Generalizing Monocular 3D Object Detection Exploiting cyclic symmetry in convolutional neural networks

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Observation 7a923d11-5ace-4512-937c-95bbf9aa723e · outbound

This paper cites Howdoneuralnetworksseedepthinsingleimages? In ICCV, 2019.

Generalizing Monocular 3D Object Detection Howdoneuralnetworksseedepthinsingleimages? In ICCV, 2019

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Observation 22c7b739-4c01-4bce-8259-ef915e7c7bbc · outbound

This paper cites Learning depth-guided convolutions for monocular3D object detection.

Generalizing Monocular 3D Object Detection Learning depth-guided convolutions for monocular3D object detection

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Observation 949cbf4c-4173-42df-b15b-d71411082eed · outbound

This paper cites SpatialDETR:Robustscalabletransformer-based 3Dobjectdetectionfrom multi-view camera images with global cross-sensor attention.

Generalizing Monocular 3D Object Detection SpatialDETR:Robustscalabletransformer-based 3Dobjectdetectionfrom multi-view camera images with global cross-sensor attention

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Observation 63dfbb1c-d143-4d14-bac0-6622a3f4dea7 · outbound

This paper cites Benchmarking robustness of3D object detection to common corruptions.

Generalizing Monocular 3D Object Detection Benchmarking robustness of3D object detection to common corruptions

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Observation 491a953a-1df0-4c3a-9c10-53387b6dd76e · outbound

This paper cites Animageisworth16x16words: Transformersforimage recognition at scale.

Generalizing Monocular 3D Object Detection Animageisworth16x16words: Transformersforimage recognition at scale

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Observation 30d63e81-6122-4994-935a-c70c0aca1a21 · outbound

This paper cites Polar transformer networks.

Generalizing Monocular 3D Object Detection Polar transformer networks

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This paper cites CAM-Convs: Camera-aware multi-scale convolutions for single-view depth.

Generalizing Monocular 3D Object Detection CAM-Convs: Camera-aware multi-scale convolutions for single-view depth

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Observation 9a878927-a0bd-45b7-958d-98d42ca3ac02 · outbound

This paper cites Fully sparse3D object detection.

Generalizing Monocular 3D Object Detection Fully sparse3D object detection

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This paper cites AeDet: Azimuth-invariant Multi-view 3D Object Detection.

Generalizing Monocular 3D Object Detection AeDet: Azimuth-invariant Multi-view 3D Object Detection

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Resolution: verified exact; local_arxiv, observed 2026-08-15T16:56:47.153968Z

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Observation 0997ac6c-e360-445d-ae31-629649817569 · outbound

This paper cites A tesla driver was killed after smashing into a firetruck on a california highway.

Generalizing Monocular 3D Object Detection A tesla driver was killed after smashing into a firetruck on a california highway

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Resolution: unresolved; no resolver link, observed 2026-08-15T16:56:45.793348Z

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Observation 118aaf3e-03a2-4440-8c9b-392577dbdaef · outbound

This paper cites 3D object detection and viewpoint estimation with a deformable3D cuboid model.

Generalizing Monocular 3D Object Detection 3D object detection and viewpoint estimation with a deformable3D cuboid model

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Observation 22824d8e-6c40-4296-8044-ee046d445aec · outbound

This paper cites The design and use of steerable filters.TPAMI,.

Generalizing Monocular 3D Object Detection The design and use of steerable filters.TPAMI,

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Observation 93cd73fd-5fb6-4914-b2fd-819fef221054 · outbound

This paper cites Training or Architecture? How to Incorporate Invariance in Neural Networks.

Generalizing Monocular 3D Object Detection Training or Architecture? How to Incorporate Invariance in Neural Networks

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This paper cites Hyperbolic neural net- works.

Generalizing Monocular 3D Object Detection Hyperbolic neural net- works

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This paper cites 3D-LaneNet: end-to-end 3D multiple lane detection.

Generalizing Monocular 3D Object Detection 3D-LaneNet: end-to-end 3D multiple lane detection

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Observation dae74b9c-40cf-433e-be4b-ee2ae0668de6 · outbound

This paper cites Vision meets robotics: The KITTI dataset.ĲRR, 2013.

Generalizing Monocular 3D Object Detection Vision meets robotics: The KITTI dataset.ĲRR, 2013

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Observation 096ce334-55b3-459c-ab57-4b67895b77a3 · outbound

This paper cites Are we ready for autonomous driving? the KITTI vision benchmark suite.

Generalizing Monocular 3D Object Detection Are we ready for autonomous driving? the KITTI vision benchmark suite

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Observation cf937a2e-dcb1-45cc-a386-8048076f74c0 · outbound

This paper cites Scalesteerablefiltersforlocallyscale-invariantconvolu- tional neural networks.

Generalizing Monocular 3D Object Detection Scalesteerablefiltersforlocallyscale-invariantconvolu- tional neural networks

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Observation 5973bac5-04f2-46a2-8741-0262ebc6fe45 · outbound

This paper cites Fast R-CNN.

Generalizing Monocular 3D Object Detection Fast R-CNN

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Observation f17ee392-30b8-47d1-8485-dc49eefb9826 · outbound

This paper cites Rich feature hierarchies for accurate object detection and semantic segmentation.

Generalizing Monocular 3D Object Detection Rich feature hierarchies for accurate object detection and semantic segmentation

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Observation 732e54b0-7328-423b-96f1-0bf0c472f8e0 · outbound

This paper cites Matrix computations.

Generalizing Monocular 3D Object Detection Matrix computations

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Observation c058e2a0-ee5c-41cd-9233-036fa8dacdae · outbound

This paper cites Bird’s-eye-viewpanopticsegmentationusingmonocular frontal view images.RAL, 2022.

Generalizing Monocular 3D Object Detection Bird’s-eye-viewpanopticsegmentationusingmonocular frontal view images.RAL, 2022

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Observation 2aba1ecd-6d3d-4c4f-b849-b00337f8e265 · outbound

This paper cites Gen-lanenet: A generalized and scalable approach for3D lane detection.

Generalizing Monocular 3D Object Detection Gen-lanenet: A generalized and scalable approach for3D lane detection

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Observation 338394f6-c899-4c0f-afbd-4ebac863447b · outbound

This paper cites Simple- BEV: What really matters for multi-sensor BEV perception? InCoRL, 2022.

Generalizing Monocular 3D Object Detection Simple- BEV: What really matters for multi-sensor BEV perception? InCoRL, 2022

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Observation 432d29b3-97c5-4a42-a9f2-684104512074 · outbound

This paper cites A combined corner and edge detector.

Generalizing Monocular 3D Object Detection A combined corner and edge detector

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This paper cites Cam- bridge university press, 2003.

Generalizing Monocular 3D Object Detection Cam- bridge university press, 2003

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This paper cites Deepresiduallearningforimage recognition.

Generalizing Monocular 3D Object Detection Deepresiduallearningforimage recognition

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This paper cites End-to-end training of object class detectors for mean average precision.

Generalizing Monocular 3D Object Detection End-to-end training of object class detectors for mean average precision

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This paper cites Warped convolutions: Efficient invariance to spatial transformations.

Generalizing Monocular 3D Object Detection Warped convolutions: Efficient invariance to spatial transformations

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Observation 65287b1e-fab1-42fe-80e0-b3cf2da7fd2b · outbound

This paper cites A convnet for non-maximum suppres- sion.

Generalizing Monocular 3D Object Detection A convnet for non-maximum suppres- sion

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This paper cites Learning non-maximum suppression.

Generalizing Monocular 3D Object Detection Learning non-maximum suppression

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This paper cites OPEN:Object-wisepositionembeddingformulti-view 3Dobjectdetection.

Generalizing Monocular 3D Object Detection OPEN:Object-wisepositionembeddingformulti-view 3Dobjectdetection

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Observation bf1f9cdd-1737-4bb0-8ada-b2f09dc26ec3 · outbound

This paper cites FIERY: future instance prediction in bird’s-eye view from surround monocular cameras.

Generalizing Monocular 3D Object Detection FIERY: future instance prediction in bird’s-eye view from surround monocular cameras

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Observation 4f4d569c-1606-402e-a632-9cd98c1fca03 · outbound

This paper cites Investigating theimpactofmulti-LiDARplacementonobjectdetectionforautonomousdriving.

Generalizing Monocular 3D Object Detection Investigating theimpactofmulti-LiDARplacementonobjectdetectionforautonomousdriving

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This paper cites What you see is what you get: Exploiting visibility for3D object detection.

Generalizing Monocular 3D Object Detection What you see is what you get: Exploiting visibility for3D object detection

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This paper cites Densely connected convolutional networks.

Generalizing Monocular 3D Object Detection Densely connected convolutional networks

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This paper cites BEVDet4D: Exploit Temporal Cues in Multi-camera 3D Object Detection.

Generalizing Monocular 3D Object Detection BEVDet4D: Exploit Temporal Cues in Multi-camera 3D Object Detection

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This paper cites BEVDet: High-performance Multi-camera 3D Object Detection in Bird-Eye-View.

Generalizing Monocular 3D Object Detection BEVDet: High-performance Multi-camera 3D Object Detection in Bird-Eye-View

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This paper cites InCVPR, 2022.

Generalizing Monocular 3D Object Detection InCVPR, 2022

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Observation 931123df-4a08-4c16-b118-9eab790ac36c · outbound

This paper cites EPNet: Enhancing point features with image semantics for3D object detection.

Generalizing Monocular 3D Object Detection EPNet: Enhancing point features with image semantics for3D object detection

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This paper cites STXD:Structural andtemporalcross-modaldistillationformulti-view 3Dobjectdetection.

Generalizing Monocular 3D Object Detection STXD:Structural andtemporalcross-modaldistillationformulti-view 3Dobjectdetection

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Observation e5c0501d-7922-42b5-b0eb-013d1b66fedd · outbound

This paper cites Scale-invariant scale-channel networks: Deep networks that generalise to previously unseen scales.ĲCV, 2021.

Generalizing Monocular 3D Object Detection Scale-invariant scale-channel networks: Deep networks that generalise to previously unseen scales.ĲCV, 2021

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Observation 12276854-acee-4b6f-9ef6-cb33a48e0074 · outbound

This paper cites Enhancing 3Dobjectdetectionwith 2D detection-guided query anchors.

Generalizing Monocular 3D Object Detection Enhancing 3Dobjectdetectionwith 2D detection-guided query anchors

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Observation 41d9af42-244c-473b-9cd8-1de4547bef9e · outbound

This paper cites MonoUNI:Aunifiedvehicleandinfrastructure-side monocular 3D object detection network with sufficient depth clues.

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Observation daceddb3-9159-437f-8906-480dd33b230e · outbound

This paper cites Polarformer: Multi-camera 3D object detection with polar transformers.

Generalizing Monocular 3D Object Detection Polarformer: Multi-camera 3D object detection with polar transformers

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Observation ab75cb65-7434-4c3a-b6ec-81e96ba92097 · outbound

This paper cites FSD-BEV:Foregroundself-distillationformulti-view 3Dobjectdetection.

Generalizing Monocular 3D Object Detection FSD-BEV:Foregroundself-distillationformulti-view 3Dobjectdetection

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Observation 3cee754c-933e-42fe-825f-8eead9bedca4 · outbound

This paper cites Physical symmetry enhanced neural networks.

Generalizing Monocular 3D Object Detection Physical symmetry enhanced neural networks

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This paper cites Locally scale-invariant convolu- tional neural networks.

Generalizing Monocular 3D Object Detection Locally scale-invariant convolu- tional neural networks

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This paper cites Probabilistic anchor assignment with IoU prediction for object 86 detection.

Generalizing Monocular 3D Object Detection Probabilistic anchor assignment with IoU prediction for object 86 detection

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Observation 4b316b94-3d08-4d88-8256-6d9ce06fad10 · outbound

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