UCI Nature — Wildlife Pipeline

Total Images

0

All camera locations

Processed

0

↑ 44% complete

Animals Detected

0

Across all species

Pending Review

0

Needs attention

Warnings

0

Validation issues

Processing Pipeline

Completed In Progress Pending

Upload100%

102,847 images

Classify44%

45,231 / 102,847

Review32%

14,474 reviewed

Validate20%

9,046 validated

Export0%

Not started

Last Run Summary

0%

Success

Success 4,988 95%

Failures 12 0.2%

Start TimeFeb 10 · 14:30

Duration25 min 47 s

Throughput3.2 img / s

Cameras Processed

Research Park Bonita Canyon 1 Bonita Canyon 2 Marshtrail

892 images ready for review

Low confidence detections need manual confirmation

Detection Breakdown

12,847

Animals

Coyote 4,882 38%

Raccoon 3,340 26%

Squirrel 2,312 18%

Bird 1,413 11%

Opossum 642 5%

Unknown 258 2%

312 Human Detections

Flagged across 3 locations · Excluded from species analysis. Review in the Review step.

Camera Locations

Research Park

Images28,450

Last SyncFeb 15, 2026

✓ Synced

Bonita Canyon 1

Images24,100

Last SyncFeb 14, 2026

✓ Synced

Bonita Canyon 2

Images18,900

Last SyncFeb 12, 2026

✓ Synced

Marshtrail

Images31,397

Last SyncFeb 8, 2026

⚠ Pending Export

Recent Activity

Export to Drive Research Park CSV uploaded to Google Drive 2 min ago

Model complete Batch #47 — 5,000 images processed 15 min ago

Validation issue 23 images outside deployment date range 1 hr ago

Upload complete Research Park — 1,200 images indexed 2 hrs ago

Review saved 892 detections confirmed by alex@uci.edu 3 hrs ago

Time correction +1 hr offset applied to Bonita Canyon 2 5 hrs ago

102,847

Total Images

1,800

This Session

600

Uploading Now

4

Camera Locations

Add Images

Drop images or folders here

From SD card, USB drive, or local folder

JPG · PNG · TIFF · Up to 10,000 files per batch

Upload Queue

2 batches · 6.3 GB total

IMG_0001 → IMG_1200

1,200 files · Research Park · Feb 15, 2026

Research Park 4.2 GB

100%

✓ Complete

IMG_1201 → IMG_1800

600 files · Research Park · Feb 15, 2026

Research Park 2.1 GB

60%

Uploading…

600 files remaining · ~3 min left

Assign Camera Location

Which camera took these images?

Research Park

28,450 existing

Bonita Canyon 1

24,100 existing

Bonita Canyon 2

18,900 existing

Marshtrail

31,397 existing

Session Info

Date range Feb 1 – Feb 15

Camera Reconyx HyperFire 2

Format JPG · 12 MP

Upload speed 28 MB/s

Timestamp Note

Camera clocks may drift after battery changes. Use the Validate step to correct timestamp offsets.

No folder

Selected Folder

0

Synced Count

—

Total In Queue

Not Ready

Source Readiness

Drive Folder

Connect Google Drive to load available folders.

Assign Camera Location

Selected Folder

No folder selected

Manual upload mode still works without Drive.

Drive Sync Queue

Awaiting folder sync

Sync a Drive folder to prepare the source

Choose a folder, optionally sync it into backend staging, or run the pipeline below to fetch it on demand.

Idle

0%

Selected Drive source

No Google Drive folder selected yet

Google Drive Folder

100%

Waiting

Stage images into backend cache (`data/staging`)

Run Sync to warm the backend staging cache ahead of the pipeline

Staging Images

0%

Queued

Write `drive_index.csv` and mark source ready

Source becomes ready after sync completes successfully

Outputs Index

100%

Waiting

Run Pipeline

Drive-backed flow

Run Pipeline will fetch and stage the selected Drive folder on the backend server. Sync is optional.

Drive Source

Connected Account Wildlife Camera Photo Database

Drive User julie.coffey@uci.edu

Readiness Needs Sync

Drive-backed source is not ready yet

Run Pipeline will fetch and stage the selected Drive folder on the backend server. Sync is optional.

Last Sync Result

No completed Drive sync yet

Sync results will appear here after the first run.

Drive Workflow Note

Sync warms the backend staging cache. Run Pipeline can also fetch the selected Google Drive folder directly on the backend if nothing is cached yet, so the whole Drive flow stays on this page.

Analysis Settings

MegaDetector v5.0-a SpeciesNet

Confidence Threshold

Low more results, more noise 80% High fewer, more confident

Batch Size

Affects processing speed and memory usage

Pipeline Source

Local staging

Current local-only pipeline flow remains available

57,616 images ready to process

Run History

Last 4 runs

Batch	Date	Images	Duration	Status	Failures
No real backend run history is available yet.

Queue

8 items

87% confidence

🦊

1 / 8

✓ Confirmed

Detection Results

Animal detected Yes

Human detected —No

SpeciesNet Classification

Coyote

87% model certainty

Image Metadata

FilenameIMG_0047.JPG

CameraResearch Park

Date / TimeFeb 10, 2026 · 09:14

Burst GroupGroup 12 · 4 imgs

StatusPending

Burst Group · 4 images

Consecutive shots within 5 seconds. Apply a decision to the whole group, or expand to review individually.

Group Summary

Best confidence92%

Species (majority)Coyote

Human detected—No

Group Action

45,231

Total Records

44,869

Valid

310

Warnings

52

Errors

Deployment Date Range

Images outside this range will be flagged as warnings

Deployment Start

Start date cannot be in the future — images must already exist

Deployment End

End date must be after the start date

23 images outside deployment range

Images with timestamps before Jan 15 or after May 30 — likely due to incorrect camera clock settings. Use Batch Time Correction below to adjust.

Affected images

Timestamps compared against deployment range

Filename	Camera	Timestamp	Issue

Batch Time Correction

Apply a time offset to correct camera clock drift

Select Images

Time Offset (hours)

Preview

Before: 2024-03-10 01:30:00

After: 2024-03-10 02:30:00

Validation Checks

Automated checks run against the processed dataset

All required columns present

Image ID, location, date & time, species, confidence, and 4 more fields

9 / 9 columns

Image IDs are unique

No duplicate file references detected

45,231 unique

Date / Time within deployment range

Some images fall outside Jan 15 – May 30 window

23 outside range

ML classification complete

Some images did not complete model processing

52 unprocessed

52 images — ML processing incomplete

These images have missing or invalid model output and will not be included in the export

Filename	Camera	Timestamp	Reason

Re-run detection on these images to resolve errors

Last validated: Feb 15, 2026 · 14:32

Export Summary

Based on current validation results

44,869

Records to export

After all exclusions applied

75

Human detections excluded

Flagged human detections removed

8,462

Burst duplicates removed

Best frame per burst group kept

By Camera Location

Research Park

12,500 records · Last exported Feb 15, 2026

Synced

Bonita Canyon 1

8,200 records · Last exported Feb 14, 2026

Synced

Bonita Canyon 2

6,800 records · Last exported Feb 12, 2026

Synced

Marshtrail

17,369 records · Not yet exported

Pending

Output Settings

Each export creates a new timestamped file — existing files are never overwritten

Output Filename

.csv

Date suffix is added automatically. File will be saved to your connected Google Drive.

File Format

CSV

Recommended · .csv

Excel

With formatting · .xlsx

JSON

For developers · .json

Export Options

Choose what to include in the output file

Remove burst duplicates

Keep only the highest-confidence image from each burst — other frames in the same group will not appear in the output

−8,462 rows

Exclude human detections

Remove images where a person was detected — recommended to protect individual privacy

−75 rows

Split output by camera location

Export 4 separate files — one per camera location — instead of one combined file

4 files

Date & Camera Filter

Optional — default exports all records

Off — exporting all dates

From Date

From date cannot be in the future

To Date

To date cannot be in the future

To date must be after From date

Camera Location

Export to Google Drive

Output Folder

UCI Campus Reserves / Wildlife Pipeline / Exports

julie.coffey@uci.edu

File will be saved as uci_wildlife_2024_export_20260309.csv

Preparing export… 0%

Gathering records…