Sentinel-2 cloudless 2021
Nepal's land cover in 2021
The Nepal-adapted U-Net applied to the 2021 Sentinel-2 cloudless annual mosaic (10 m) at 1038 stratified sample sites: forest 43.2%, farmland 11.5%, rangeland 28.2%, built-up 2.0%, bare land 13.9% and water 1.2%.
Nepal in 2021
Show the numbers
| Class | U-Net (%) | 95% interval | Change since 2020 | Reference map (%) |
|---|---|---|---|---|
| Urban land | 2.0 | 1.7–2.4 | −0.9 | 3.2 |
| Agriculture land | 11.5 | 10.4–12.6 | +0.5 | 10.2 |
| Rangeland | 28.2 | 26.7–29.6 | +1.3 | 34.2 |
| Forest land | 43.2 | 41.2–45.1 | −1.2 | 41.2 |
| Water | 1.2 | 1.0–1.5 | −0.1 | 0.5 |
| Barren land | 13.9 | 12.4–15.4 | +0.4 | 10.7 |
Every district in 2021
| District | Province | Forest % | Farmland % | Rangeland % | Built-up % |
|---|---|---|---|---|---|
| Achham | Sudur Paschim | 48.5 | 2.8 | 46.1 | 0.1 |
| Arghakhanchi | Lumbini | 74.6 | 0.9 | 23.6 | 0.9 |
| Baglung | Gandaki | 78.8 | 0.0 | 21.2 | 0.0 |
| Baitadi | Sudur Paschim | 35.6 | 1.7 | 62.5 | 0.1 |
| Bajhang | Sudur Paschim | 35.4 | 0.1 | 29.4 | 0.5 |
| Bajura | Sudur Paschim | 37.9 | 1.0 | 43.9 | 1.9 |
| Banke | Lumbini | 56.2 | 28.9 | 10.5 | 2.9 |
| Bara | Madhesh | 38.9 | 49.8 | 2.5 | 7.4 |
| Bardiya | Lumbini | 52.0 | 30.6 | 14.0 | 2.4 |
| Bhaktapur | Bagmati | 12.5 | 26.6 | 1.8 | 59.1 |
| Bhojpur | Koshi | 69.9 | 12.0 | 17.2 | 0.2 |
| Chitawan | Bagmati | 62.5 | 17.2 | 16.9 | 3.2 |
| Dadeldhura | Sudur Paschim | 73.0 | 1.2 | 25.0 | 0.0 |
| Dailekh | Karnali | 51.0 | 0.4 | 48.0 | 0.0 |
| Dang | Lumbini | 65.6 | 8.8 | 23.7 | 0.3 |
| Darchula | Sudur Paschim | 39.1 | 1.5 | 45.4 | 1.1 |
| Dhading | Bagmati | 40.3 | 1.1 | 51.8 | 1.3 |
| Dhankuta | Koshi | 59.8 | 19.0 | 15.2 | 6.0 |
| Dhanusa | Madhesh | 16.0 | 79.3 | 0.4 | 3.9 |
| Dolakha | Bagmati | 30.8 | 1.4 | 33.0 | 1.0 |
| Dolpa | Karnali | 8.9 | 0.5 | 47.9 | 0.0 |
| Doti | Sudur Paschim | 83.0 | 0.0 | 16.8 | 0.1 |
| Gorkha | Gandaki | 32.3 | 0.1 | 33.7 | 0.0 |
| Gulmi | Lumbini | 83.5 | 0.0 | 16.5 | 0.1 |
| Humla | Karnali | 15.5 | 0.0 | 26.4 | 0.0 |
| Ilam | Koshi | 85.8 | 3.7 | 8.8 | 1.6 |
| Jajarkot | Karnali | 44.4 | 2.0 | 53.3 | 0.1 |
| Jhapa | Koshi | 30.7 | 54.5 | 3.3 | 8.2 |
| Jumla | Karnali | 31.4 | 1.9 | 65.3 | 0.3 |
| Kailali | Sudur Paschim | 59.6 | 25.0 | 9.4 | 2.9 |
| Kalikot | Karnali | 43.6 | 11.4 | 44.9 | 0.0 |
| Kanchanpur | Sudur Paschim | 43.8 | 45.8 | 6.8 | 2.3 |
| Kapilbastu | Lumbini | 23.4 | 65.7 | 2.5 | 7.7 |
| Kaski | Gandaki | 59.7 | 1.1 | 24.5 | 1.4 |
| Kathmandu | Bagmati | 9.4 | 6.5 | 3.3 | 80.8 |
| Kavrepalanchok | Bagmati | 70.3 | 5.4 | 22.5 | 1.8 |
| Khotang | Koshi | 56.6 | 0.6 | 42.6 | 0.0 |
| Lalitpur | Bagmati | 36.7 | 11.2 | 20.5 | 30.3 |
| Lamjung | Gandaki | 64.2 | 0.0 | 15.2 | 0.0 |
| Mahottari | Madhesh | 42.3 | 47.5 | 0.7 | 5.6 |
| Makwanpur | Bagmati | 67.1 | 11.2 | 15.8 | 5.7 |
| Manang | Gandaki | 2.6 | 0.3 | 25.1 | 0.1 |
| Morang | Koshi | 25.3 | 64.3 | 3.9 | 6.3 |
| Mugu | Karnali | 26.3 | 0.5 | 42.7 | 0.1 |
| Mustang | Gandaki | 3.0 | 1.1 | 37.4 | 0.7 |
| Myagdi | Gandaki | 53.3 | 1.4 | 23.4 | 2.9 |
| Nawalparasi East | Gandaki | 64.4 | 7.0 | 27.0 | 0.7 |
| Nawalparasi West | Lumbini | 40.3 | 44.5 | 8.4 | 2.9 |
| Nuwakot | Bagmati | 35.3 | 9.9 | 49.1 | 5.3 |
| Okhaldhunga | Koshi | 47.4 | 0.3 | 50.4 | 0.1 |
| Palpa | Lumbini | 53.2 | 0.7 | 45.0 | 0.2 |
| Panchthar | Koshi | 81.1 | 1.7 | 17.2 | 0.0 |
| Parbat | Gandaki | 61.9 | 0.1 | 38.0 | 0.0 |
| Parsa | Madhesh | 48.5 | 42.6 | 1.9 | 5.9 |
| Pyuthan | Lumbini | 65.5 | 0.0 | 34.3 | 0.2 |
| Ramechhap | Bagmati | 53.4 | 3.6 | 42.2 | 0.8 |
| Rasuwa | Bagmati | 23.6 | 2.6 | 20.8 | 0.0 |
| Rautahat | Madhesh | 52.2 | 34.3 | 0.5 | 13.0 |
| Rolpa | Lumbini | 62.0 | 0.5 | 37.4 | 0.0 |
| Rukum East | Lumbini | 40.8 | 0.8 | 53.9 | 1.0 |
| Rukum West | Karnali | 43.1 | 0.2 | 55.6 | 0.0 |
| Rupandehi | Lumbini | 19.0 | 67.6 | 8.2 | 3.0 |
| Salyan | Karnali | 46.4 | 0.0 | 53.5 | 0.0 |
| Sankhuwasabha | Koshi | 53.2 | 1.9 | 25.5 | 1.1 |
| Saptari | Madhesh | 9.7 | 70.1 | 2.5 | 14.7 |
| Sarlahi | Madhesh | 33.0 | 50.0 | 3.9 | 6.9 |
| Sindhuli | Bagmati | 70.5 | 10.7 | 12.4 | 0.6 |
| Sindhupalchok | Bagmati | 54.4 | 1.5 | 35.8 | 0.7 |
| Siraha | Madhesh | 6.8 | 82.7 | 0.7 | 6.9 |
| Solukhumbu | Koshi | 31.4 | 0.8 | 32.6 | 0.0 |
| Sunsari | Koshi | 9.2 | 63.9 | 0.6 | 11.3 |
| Surkhet | Karnali | 62.6 | 7.0 | 27.1 | 3.3 |
| Syangja | Gandaki | 44.6 | 0.4 | 54.0 | 1.0 |
| Tanahu | Gandaki | 48.1 | 0.6 | 50.2 | 0.0 |
| Taplejung | Koshi | 45.0 | 0.6 | 10.4 | 0.1 |
| Terhathum | Koshi | 62.8 | 1.7 | 34.9 | 0.2 |
| Udayapur | Koshi | 53.5 | 24.4 | 15.3 | 0.9 |
District estimates rest on 8 or more sample sites each, so their intervals are wide; compare districts with care.
Other years: 2016 · 2018 · 2019 · 2020 · 2022 · 2023 · 2024 · 2025
Source: Nepal-adapted U-Net on EOX Sentinel-2 cloudless 2021 (contains modified Copernicus Sentinel data); reference: Impact Observatory/Esri 10 m land cover.