manual_datasets.csv

dataset name,bibtex citation key,OSI layer at which dataset is measured,modality(ies),Availaibility (open?),Availability Annotations,Collection environment,Number of Papers using Dataset
BiScatter Experimental Data,okubo2024integrated,L1,"RF Measurements (Bit Error Rate (BER)), Signal-to-Noise Ratio , Tag Localization Error (in cm) ",No,,Physical Lab Testbed,1
5G/4G Carrier Aggregation Measurement Dataset,ye2024dissecting,L1,"RF Measurements: (SS-RSRP, SS-RSRQ, SINR, CQI), RAN Signaling Data",No,https://github.com/SIGCOMM24-5G-CA/artifact - broken link,Real World Deployment,2
5G Network Dataset,"raca2020beyond, chen2024soda, ghabashneh2023dragonfly",L4,Network Performance Metrics (Throughput traces),Yes ,as per the original dataset paper: https://dl.acm.org/doi/pdf/10.1145/3339825.3394938 (or https://github.com/Purdue-ISL/Dragonfly/tree/main/bandwidth_traces),Real World Deployment,5
4G Network Dataset,"raca2018beyond, chen2024soda",L4,Network Performance Metrics (Throughput traces),Yes,as per the original dataset paper: https://dl.acm.org/doi/pdf/10.1145/3204949.3208123,Real World Deployment,5
 dAuth Physical LTE Testbed Data ,johnson2024dauth,"L3, L4",Network Performance Metrics (attach time/connection latency),No,,Physical Lab Testbed,1
 dAuth Simulated 5G RAN Data,johnson2024dauth,"L3, L4",Network Performance Metrics (connection latency),No,,Physical Lab Testbed,1
5G Mid-Band Measurement Dataset,k2024unveiling,"L1, L2, L3","RF Measurements (RSRP, RSRQ, SINR, CQI), RAN Signaling Data (RRC control messages), resource block allocation, modulation/coding selection",Yes,"curated slices, need to contact for full logs: https://github.com/SIGCOMM24-5GinMidBands/artifacts",Real World Deployment ,3
MilBack mmWave Backscatter Indoor Testbed Data,lu2023millimeter,L1,"RF localization signals (FMCW), baseband captures at the AP, envelope-detector power samples at the node, backscatter communication symbols using two-tone OAQFM, network performance metrics (downlink SINR, max data rate, uplink SNR, BER) ",No,,Physical Lab Testbed,1
CELLFUSION Vehicle-to-Cloud Streaming Data,ni2023cellfusion,"L1, L4","RSRP, SINR, Packet Loss Rate, Packet Delay, Traffic Redundancy, Avg. FPS, Stall Ratio, SSIM Score",No,,Real World Deployment,1
CONVERGE Multipath Video Conferencing Dataset,dhawaskar2023converge,"L4, L7","Path Bandwidth/Throughput, E2E Latency/RTT, Packet Loss, FEC Overhead & Utilization, Network Traces",No,,Real World Deployment,1
Belgian Network Throughput Traces,"ghabashneh2023dragonfly, yu2023rtcsr",L4,Network Throughput Traces (bandwidth logs collected over a wireless network - time series derived from per-interval bytes and ms (≈1 s sampling)),Yes," https://github.com/Purdue-ISL/Dragonfly/tree/main/bandwidth_traces ((J. van der Hooft, S. Petrangeli, T. Wauters, R. Huysegems, P. R. Alface, T. Bostoen, and F. De Turck. HTTP/2-Based Adaptive Streaming of HEVC Video Over 4G/LTE Networks. IEEE Communications Letters, 20(11):2177–2180, 2016.)",Real World Deployment,5
Van Atta Acoustic Backscatter (VAB) Underwater Dataset,eid2023enabling,L1,"Acoustic Waveforms, Signal-to-Noise Ratio , Bit-Error Rate (BER)",No,,Real World Deployment,1
City-Scale Wi-Fi Capability Measurement,wu2023enabling,L2,"802.11 MAC Layer Frames (Beacons, NDPA, QoS), Device Radio Capabilities (Vendor OUI, Standard, Band, MCS, Beamforming Support)",No,,Real World Deployment,1
BeamSense Wi-Fi Sensing Dataset,wu2023enabling,L1,"Compressed Beamforming Reports (CBR), Reconstructed Channel State Information , Angle of Arrival (AoA), Angle of Departure (AoD), Time of Flight (ToF)",No,,Real World Deployment,1
SignFi Dataset,wu2023enabling,L1,"Channel State Information , Generated Compressed Beamforming Reports (CBR)",No,,Real World Deployment,1
Slingshot 5G vRAN Resilience Dataset,lazarev2023resilient,"L1, L4","Fronthaul I/Q Samples, Ping Latency (RTT), TCP/UDP Throughput, Fronthaul Inter-Packet Gap",No,,Physical Lab Testbed,1
MoMA (Molecular Multiple Access) Dataset,wang2023towards,L1,"Molecular Concentration Signal, Channel Impulse Response (CIR), Bit Error Rate (BER), Throughput",Yes,ACM artifacts available via request,Physical Lab Testbed,1
AquaApp Underwater Acoustic Messaging Dataset,chen2023underwater,L1,"Acoustic Waveforms, Channel Impulse Response (CIR), Time of Flight (ToF), Pairwise Distance Estimates, Signal-to-Noise Ratio ",Yes, https://github.com/uw-x/underwatergps - code open no curated dataset,Real World Deployment,1
VOINR Volumetric Video Streaming Performance Dataset,liu2023mobile,L4,Network Throughput/Bandwidth traces,No,,Real World Deployment,1
AquaApp Underwater Acoustic Messaging Dataset,chen2022underwater,"L1, L2","Acoustic Waveforms, SNR per frequency bin, Channel Frequency Response (CFR), Bit Error Rate (BER), Packet Error Rate (PER), Bitrate",Yes,https://underwatermessaging.cs.washington.edu/ - code to reproduce dataset via config ,Real World Deployment,1
5G Mobility and Performance Drive-Test Dataset,hassan2022vivisecting,"L1, L3, L4","RSRP, RSRQ, SINR , RRC measurements, Throughput , Latency/RTT , Packet Traces (pcap) , Socket Statistics (ss), Power Consumption ",Yes,https://github.com/SIGCOMM22-5GMobility/artifact,Real World Deployment,2
Kuaishou 5G/4G Passive Performance Dataset,yuan2022understanding,"L3, L4, L7","Download Speed, Rebuffer Proportion, Power Consumption",No,,Real World Deployment,1
Kuaishou 5G/4G Active Traceroute Dataset,yuan2022understanding,"L3, L4","RTT, Traceroute paths (IPs and hop count)",No,,Real World Deployment,1
UUSpeedTest Mobile Bandwidth & Diagnostics Dataset,yang2022mobile,"L1, L4","RSRP, RSRQ, RSSNR, RSSI/ASU, SINR, cell bandwidth (kHz), LTE signal strength, RSSI, throughput",Yes,https://MobileBandwidth.github.io/,Real World Deployment,1
MobileInsight/MI-LAB Public 5G/4G Signaling Traces,zhao2022seed,L3,RRC/NAS Signaling Messages,No,,Real World Deployment,1
SEED 5G Failure & Recovery Testbed Dataset,zhao2022seed,"L3, L4","Latency (Disruption Time, Failure Detection Time), Power Consumption ",No,,Physical Lab Testbed,1
Large-Scale Online RTC Platform Performance Dataset,meng2022achieving,"L4, L7","RTT, Frame Delay, Frame Rate",No,,Real World Deployment,1
Real-World WiFi and Cellular Performance Traces,meng2022achieving,L4,Throughput (Goodput),No,,Real World Deployment,1
Zhuge WiFi AP Performance Testbed Dataset,meng2022achieving,"L4, L7","RTT, Frame Delay, Frame Rate, Throughput (Goodput)",No,,Physical Lab Testbed,1
Loon Network Operational & Telemetry Dataset,uyeda2022sdn,"L1, L3, L4","RF throughput (predicted), RF link margin, control/data-plane reachability probes, link state transitions, link uptime (derived)",Yes,https://zenodo.org/records/6629754,Real World Deployment,1
Geostationary Mobile Satellite Signaling Traces (Inmarsat/Tiantong),li2022case,"L1, L2, L3","Signaling Messages (RRC, MM, SM), Signaling Latency",Yes,"https://github.com/yuanjieli/SpaceCore-SIGCOMM22, dropbox link",Real World Deployment,1
Terrestrial 5G Signaling Traces (China Unicom/Mobile/Telecom),li2022case,"L1, L2, L3","RRC, MM, SM, Latency",Yes, https://github.com/yuanjieli/SpaceCore-SIGCOMM22,Real World Deployment,2
EcoCapsule Acoustic Backscatter Performance Dataset,gong2022empowering,L1,"Throughput, Power-up Range, SNR, BER,",No,,Physical Lab Testbed,1
Acoustic Backscatter in Metals Performance Dataset,oppermann2022higher,L1,"Data Rate (Throughput), SNR, BER, Impedance, Channel Impulse Response, Frequency Response",No,,Physical Lab Testbed,1
RF-Protect Spoofing Performance Dataset,shenoy2022rf,L1,"FMCW radar signal, Reference signal, Spoofed 2D trajectory, Range heatmaps, Signal phase (from raw)",Yes, https://github.com/ConnectedSystemsLab/rf-protect,Physical Lab Testbed,1
Cyclops FSO Link Performance Dataset,gupta2022cyclops,"L1, L4","Throughput, Received Power, Latency (Tracking and Pointing)",No,,Physical Lab Testbed,1
Self-generated real-world mobile network traces (Cellular and WiF,zhang2024tecc,L4,Bandwidth Traces ,No,,Real World Deployment,1
Self-generated over-the-air ZigBee performance data,wang2024nn,L2,Packet Reception Ratio (PRR),No,code: https://github.com/Repo4Sub/NSDI2024 - broken link,Physical Lab Testbed,1
Self-generated over-the-air WiFi performance data,wang2024nn,"L2, L7","Packet Reception Ratio (PRR), Reconstructed Image Quality ",No,code: https://github.com/Repo4Sub/NSDI2024 - broken link,Physical Lab Testbed,1
Self-generated Iridium RF link measurements,liu2024democratizing,L1,RF link measurements,No,,Real World Deployment,1
Self-generated 3GPP NTN performance data,liu2024democratizing,"L3, L4","Signaling Message Count, Service Setup Latency, Service Resumption Latency ",No,,Physical Lab Testbed,1
Self-generated raw SDR recordings,singh2024spectrumize,L1,"IQ Samples, Packet Detection F1 Score, Decoding Accuracy ",No,,Real World Deployment,1
Self-generated IoT satellite signals,singh2024spectrumize,L1,"IQ Samples, Packet Detection Correlation Value, Collision Resolution Accuracy ",No,,Physical Lab Testbed,1
5G vRAN performance data,balasingam2024application,"L1, L2, L4","Signal-to-Noise Ratio, Slice Bandwidth Allocation, Throughput ",No,,Real World Deployment,1
Beyond Throughput: The Next Generation: A 5G Dataset with Channel and Context Metrics ,balasingam2024application,L1,SNR Traces ,No,,Physical Lab Testbed,1
Self-generated OFDM backscatter performance data,du2024orthcatter,"L1, L4","Bit Error Rate, Throughput",No,,Physical Lab Testbed,1
Self-generated 5G Channel Quality Indicator traces ,ko2024edgeric,L1,Channel Quality Indicator Traces,No,,Physical Lab Testbed,1
Self-generated WiFi packet traces and channel measurements from emulated gaming sessions,yin2024adr,"L1, L2, L4","Channel State Information , Signal-to-Noise Ratio, Received Signal Strength , Packet Loss Rate, Packet Transmission Time, User-perceived Audio/Video Quality (CMOS/VMAF scores) ",No,,Physical Lab Testbed,1
Self-generated UHF RFID signals,dai2024rfid+,L1,"IQ Samples (baseband signal), Reading Rate",No,,Physical Lab Testbed,1
Wi-Fi Direct performance data from COTS smartphones,wang2024smuff,L4,"Throughput, Flow Completion Time (FCT), Buffer Occupancy",No,,Real World Deployment,1
Self-generated 24GHz mmWave performance data,kim2024nr,L1,"Signal-to-Noise Ratio, Bit Error Rate (BER), Synchronization Error",No,,Physical Lab Testbed,1
UHF RFID performance and sensing data ,li2024cyclops,"L1, L7","IQ Samples, Received Signal Strength , Reading Rate, Intraocular Pressure (IOP) Measurement Error",No,,Physical Lab Testbed,1
Habitus Motion and Wireless Performance Dataset,zhang2024habitus,"L1, L4, L7","802.11ad/ac throughput, 802.11ad/ac RSSI, 6-DoF headset motion, 3D full-body pose",No,,Physical Lab Testbed,1
BFMSense Experimental BFM Dataset,yi2024bfmsense,L1,Beamforming Feedback Matrix,No,,Physical Lab Testbed,1
BFMSense WARP V3 CSI Comparison Dataset,yi2024bfmsense,L1,Channel state information,No,,Physical Lab Testbed,1
mmComb Backscatter-Modulated 60 GHz Waveform DatasetBibTeX Citation Key,chae2024mmcomb,L1,"Raw I/Q samples, channel state information (amplitude and phase)",No,,Physical Lab Testbed,1
Sidekick Real-World Wi-Fi/Cellular Performance Data,yuan2024sidekick,"L4, L7","Goodput, De-jitter Latency",No,,Real World Deployment,1
Lasertag Optical Tracking and Predictive Steering Dataset,carver2023catch,L1,"Target Pixel Coordinates, Laser Steering Commands",No,,Physical Lab Testbed,1
DeMo Indoor Delivery Monitoring Dataset,fan2024passengers,L1,RSSI,Yes,https://github.com/Starry102/DeMo,Real World Deployment,1
Cloud-LoRa Outdoor Deployment I/Q Dataset,shahid2024cloud,L1,Raw I/Q Samples,No ,,Real World Deployment,1
LeakyScatter Sub-THz Backscatter Link Characterization Dataset,kludze2023leakyscatter,L1,Power spectrum measurements of the backscattered THz signal,No,,Physical Lab Testbed,1
RF-Bouncer Dual-Band Metasurface Performance Dataset,li2023rf,"L1, L4","SNR, Throughput, Beam Pattern Data (SNR v. Angle)",No,,Physical Lab Testbed,1
DChannel 5G eMBB Performance Traces,sentosa2023dchannel,L4,"Path RTT, Throughput (Bandwidth)",No,,Real World Deployment,1
OpenLoRa Benchmark Datasets,mishra2023openlora,L1,Raw I/Q samples,Yes,https://github.com/UW-CONNECT/OpenLora - code only,Physical Lab Testbed,2
VECARE Statistical Acoustic Sensing Dataset,zhang2023vecare,L1,"Acoustic Channel Impulse Response, Acoustic Channel State Information",No,,Physical Lab Testbed,1
Widar 3.0: WiFi-based Activity Recognition Dataset,yang2023slnet,L1,"Wi-Fi Channel State Information, doppler frequenyc spectograms",Yes,https://ieee-dataport.org/open-access/widar-30-wifi-based-activity-recognition-dataset,Physical Lab Testbed,1
HSRNet Dataset,ni2023polycorn,"L1, L4","TCP Packet Traces (Throughput, RTT), LTE Control-Plane Messages (RSRP)",Yes,https://soar.group/projects/hsrnet/dataset.html,Real World Deployment,1
X-AR RF-Visual Localization Dataset,boroushaki2023augmenting,"L1, L7","Wideband RFID Channel Measurements, 6-DoF Head Pose (location/rotation)",No,,Physical Lab Testbed,2
Acoustic Metasurface Beamforming Performance Dataset,zhang2023acoustic,"L1, L2","SNR, Distance Estimation Error, Angle of Arrival (AoA) Estimation Error, Bit Error Rate (BER), Frame Error Rate",No,,Physical Lab Testbed,1
Tencent START Cloud Gaming Network Traces,"meng2023enabling, zhou2024augur","L4, L7","RTT, Throughput, Packet Loss Rate, Frame Stall Rate",No,,Real World Deployment,2
5G Mobile Carrier Performance Dataset,tan2023celldam,"L4, L7","TCP/UDP Throughput, RTT, Frame Rate (video streaming)",No,,Real World Deployment,1
Private 5G Testbed Performance Data,tan2023celldam,L4,"TCP/UDP Throughput, RTT",No,,Physical Lab Testbed,1
mmWall Metamaterial Beam-Steering Performance Dataset,cho2023mmwall,L1,S-parameters (S21),No,,Physical Lab Testbed,1
Modified 5G Cellular Traces from LTScope,chen2023channel,"L1, L4","SNR, CQI, Throughput, Flow Completion Time (FCT)",Yes, original paper (xie2020pbec),Real World Deployment,3
Self-generated Synthetic 5G CQI Traces,chen2023channel,L1,"Synthetically-generated CQI, SNR, Throughput",No,,Simulation,1
Self-generated Wi-Fi CSI Data for FIRE System Attack,liu2023exploring,L1,"CSI, SNR, Spectral Efficiency",No,,Physical Lab Testbed,1
DLoc Indoor Localization Dataset ,liu2023exploring,L1,"Wi-Fi Channel State Information (amplitude + phase per subcarrier/antenna), Angle of Arrival (AoA) & Time of Flight (ToF) heatmap features",Yes,"https://wcsng.github.io/wcsng/dloc, Kaggle provides the precomputed feature tensors and site/repo has raw csi which can derive features with authors’ scripts",Physical Lab Testbed,1
RF-CHORD Wideband RFID Channel Information Dataset,liang2023rf,L1,"Wideband RFID channel information, Per-antenna measurements",Yes,https://soar.group/projects/rfid/rfchord/,Physical Lab Testbed,1
RF-CHORD Warehouse Operational Dataset,liang2023rf,L7,"Miss-reading rate, Cross-reading rate",No,,Real World Deployment,1
RF-CHORD Fresh Food Delivery Store Operational Dataset,liang2023rf,L7,"Miss-reading rate, Cross-reading rate",No,,Real World Deployment,1
JackRabbit Wireless ISP Latency and Traffic Dataset,sundberg2024measuring,"L3, L4","RTT, summary stats per subnet (min/max/mean/median/p95/count, 4 ms bins), rx/tx packet & byte counts, ECN counters",Yes, https://zenodo.org/records/13388093,Real World Deployment,1
Netrics Home WiFi vs. ISP Throughput Dataset,sharma2024longitudinal,L4,Throughput (Internal WiFi Link). ,No,code but no data: https://github.com/internet-innovation/netrics,Real World Deployment,1
IoT Device Setup Wireless Traffic Traces,yang2024characterizing,L2,"Raw packet captures of WiFi, and Bluetooth Low Energy (BLE) frames",No,willing to share to research labs only,Real World Deployment,1
MNO Countrywide Cellular Handover Dataset,kalntis2024through,L3,"Handover success/failure status, Handover duration, source/target Radio Access Technology (RAT)",No ,NDA required,Real World Deployment,1
Apple AirTag and Samsung SmartTag Location Tracking Dataset,ibrahim2023tag,"L1, L7","Reported coordinates, update interval, time-to-first-fix, location accuracy error",Yes,https://github.com/comnetsAD/Tags/tree/main,Physical Lab Testbed and Real World Deployment,1
Countrywide Indoor Cellular Network Traffic Dataset,bakirtzis2023characterizing,L7,"Per-hour downlink bytes per indoor antenna, Per-hour uplink bytes per indoor antenna",Yes,explicitly says contact authors say processed data available (not raw) but no link,Real World Deployment,1
US Carrier LTE Control-Plane Traffic Trace,meng2023modeling,L3,"Control-Plane Event Type, UE Identifier, Inter-arrival Time of Events",No ,generator for data open though: https://gitlab.com/serverless-5g/cellular-network-control-plane-traffgen,Real World Deployment,1
Cellular Networks on the Wheels Driving Dataset,ghoshal2023performance,"L1, L3, L4, L7","RSRP, MCS, BLER, Handover count and duration, DL/UL Throughput, RTT (to edge server and cloud server), Application-specific QoE metrics",Yes,https://github.com/NUWiNS/imc2023-cellular-network-performance-on-wheels-data,Real World Deployment,1
MNO Nationwide Session-Level Traffic Dataset,zanella2023characterizing,L7,"Session Arrival Rate, Session Traffic Volume, Session Duration",No ,models/code open: https://github.com/nds-group/MobileTrafficDists,Real World Deployment,1
Self-generated Starlink LEO Satellite Performance Dataset,michel2022first,"L3, L4, L7","RTT/latency, Download throughput, Upload throughput, Packet loss rate, Traceroute hop path, Web page load time",No,link available but not loading: https://smartdata.polito.it/a-first-look-at-starlink-performance-open-data/,Real World Deployment,5
Self-generated Geostationary SatCom Performance Dataset,michel2022first,"L3, L4, L7","RTT/latency, Download throughput, Upload throughput, Packet loss rate, Traceroute hop path, Web page load time",No,link available but not loading: https://smartdata.polito.it/a-first-look-at-starlink-performance-open-data/,Real World Deployment,4
Passive IoT Traffic Flows from a Major European ISP,saidi2022deep,"L4, L7","Network Traffic Volume (Downstream/Upstream), Active Subscriber Line Count",No,,Real World Deployment,1
Passive Geostationary SatCom Traffic Dataset (Europe/Africa),perdices2022satellite,"L4, L7","RTT (Satellite and Ground segments), Throughput, Traffic Volume, DNS Resolution Time",No,,Real World Deployment,1
Ookla Speedtest Intelligence Dataset,paul2022importance,"L3, L4","Download throughput, Upload throughput, Latency/RTT, Latency-under-load (download), Latency-under-load (upload)",Yes,https://github.com/teamookla/ookla-open-data,Real World Deployment,2
M-Lab NDT Speed Test Dataset,paul2022importance,"L3, L4","Throughput, latency/RTT, Modulation coding scheme , Beam SSB Index",Yes,https://speed.measurementlab.net/#/,Real World Deployment,2
Operational LTE/5G Cellular Network Dataset,mahimkar2022aurora,"L1, L3, L4","RSRP, RSRQ, SINR, Throughput, Accessibility, Retainability/Call Drops, Handover Rates",No,,Real World Deployment,1
Crowdsourced Starlink Web Performance Dataset,kassem2022browser,"L4, L7","Page Transit Time, Page Load Time, Throughput (from in-browser speed tests)",No,,Real World Deployment,1
Starlink Active Measurement Dataset (Volunteer Nodes),kassem2022browser,"L3, L4","Throughput, Packet Loss, RTT, Hop-by-hop delay",No,,Real World Deployment,1
UAV Real-time Video over LTE Performance Dataset ,baltaci2022analyzing,"L3, L4, L7","Handover frequency, Handover execution time, One-way latency, Packet loss rate, Video throughput (goodput), Video bitrate, Frame rate, Playback latency, Video quality (SSIM)",Yes,https://mediatum.ub.tum.de/1687221,Real World Deployment,2